{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This notebook explains how to use albumentations for segmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use images and data from the [TGS Salt Identification Challenge](https://www.kaggle.com/c/tgs-salt-identification-challenge)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from albumentations import (\n",
    "    PadIfNeeded,\n",
    "    HorizontalFlip,\n",
    "    VerticalFlip,    \n",
    "    CenterCrop,    \n",
    "    Crop,\n",
    "    Compose,\n",
    "    Transpose,\n",
    "    RandomRotate90,\n",
    "    ElasticTransform,\n",
    "    GridDistortion, \n",
    "    OpticalDistortion,\n",
    "    RandomSizedCrop,\n",
    "    OneOf,\n",
    "    CLAHE,\n",
    "    RandomBrightnessContrast,    \n",
    "    RandomGamma    \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize(image, mask, original_image=None, original_mask=None):\n",
    "    fontsize = 18\n",
    "    \n",
    "    if original_image is None and original_mask is None:\n",
    "        f, ax = plt.subplots(2, 1, figsize=(8, 8))\n",
    "\n",
    "        ax[0].imshow(image)\n",
    "        ax[1].imshow(mask)\n",
    "    else:\n",
    "        f, ax = plt.subplots(2, 2, figsize=(8, 8))\n",
    "\n",
    "        ax[0, 0].imshow(original_image)\n",
    "        ax[0, 0].set_title('Original image', fontsize=fontsize)\n",
    "        \n",
    "        ax[1, 0].imshow(original_mask)\n",
    "        ax[1, 0].set_title('Original mask', fontsize=fontsize)\n",
    "        \n",
    "        ax[0, 1].imshow(image)\n",
    "        ax[0, 1].set_title('Transformed image', fontsize=fontsize)\n",
    "        \n",
    "        ax[1, 1].imshow(mask)\n",
    "        ax[1, 1].set_title('Transformed mask', fontsize=fontsize)\n",
    "        \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = cv2.imread('images/kaggle_salt/0fea4b5049_image.png')\n",
    "mask = cv2.imread('images/kaggle_salt/0fea4b5049.png', 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Original image <a class=\"anchor\" id=\"original-image\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(101, 101, 3) (101, 101)\n"
     ]
    }
   ],
   "source": [
    "print(image.shape, mask.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "original_height, original_width = image.shape[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uXXsPuvBD1OOahlTsJOkhM6HYy8vLHD9+fMSDGUUHqR1VU+y2/FROLWd2FM0W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\nD8mGnSQ95P8Apt6skkKY7h4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2e80c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize(image, mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Padding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "UNet type architecture require input image size be divisible by $2^N$, where $N$ is th enumber of the maxpooling layers. In the vanilla UNet $N=5$  $\\Longrightarrow$ we need to pad input images to the closest divisible by $2^5 = 32$ number which is 128. This operation may be performed using [**PadIfNeeded**](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.PadIfNeeded) transformation. Which pads both image and mask on all four sides. Padding type (zero, constant, reflection) may be specified. Default padding is reflection padding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 128, 3) (128, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": 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sIHZrsX+XJ1oW5jLXk5fFwi8vfiyM+uLmC/Lq6mrHFcMmbi4jEkCYsKlmaT9y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ipHWnJ3bGysZ7lv27aNRx55ZOFbzjOJtw577Dare6q0ud+mmq3dlkma0nbj53N126jFmGuvuYVc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\nLIQQQnQMKWchhBCiY0g5CyGEEB3j/wJDinQtdbuFWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff41cb28240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = PadIfNeeded(p=1, min_height=128, min_width=128)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_padded = augmented['image']\n",
    "mask_padded = augmented['mask']\n",
    "\n",
    "print(image_padded.shape, mask_padded.shape)\n",
    "\n",
    "visualize(image_padded, mask_padded, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CenterCrop and Crop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get to the original image and mask we may use [**CenterCrop**](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.CenterCrop) or [**Crop**](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.Crop) transformations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(101, 101, 3) (101, 101)\n"
     ]
    },
    {
     "data": {
      "image/png": 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sIHZrsX+XJ1oW5jLXk5fFwi8vfiyM+uLmC/Lq6mrHFcMmbi4jEkCYsKlmaT9y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ipHWnJ3bGysZ7lv27aNRx55ZOFbzjOJtw577Dare6q0ud+mmq3dlkma0nbj53N126jFmGuvuYVc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\nLIQQQnQMKWchhBCiY0g5CyGEEB3j/wJDinQtdbuFWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2c187f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = CenterCrop(p=1, height=original_height, width=original_width)\n",
    "\n",
    "augmented = aug(image=image_padded, mask=mask_padded)\n",
    "\n",
    "image_center_cropped = augmented['image']\n",
    "mask_center_cropped = augmented['mask']\n",
    "\n",
    "print(image_center_cropped.shape, mask_center_cropped.shape)\n",
    "\n",
    "assert (image - image_center_cropped).sum() == 0\n",
    "assert (mask - mask_center_cropped).sum() == 0\n",
    "\n",
    "visualize(image_padded, mask_padded, original_image=image_center_cropped, original_mask=mask_center_cropped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(101, 101, 3) (101, 101)\n"
     ]
    },
    {
     "data": {
      "image/png": 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LJjMdqLoA8ffR4gXEpjX2B/Okyx0nM395WTzQeCHkju8LnXeGzc3NjjmIzeBc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\nhBBCdBgpaiGEEKLDSFELIYQQHeb/AlX2kWDFRU1SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3d8317438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_min = (128 - original_width) // 2\n",
    "y_min = (128 - original_height) // 2\n",
    "\n",
    "x_max = x_min + original_width\n",
    "y_max = y_min + original_height\n",
    "\n",
    "aug = Crop(p=1, x_min=x_min, x_max=x_max, y_min=y_min, y_max=y_max)\n",
    "\n",
    "augmented = aug(image=image_padded, mask=mask_padded)\n",
    "\n",
    "image_cropped = augmented['image']\n",
    "mask_cropped = augmented['mask']\n",
    "\n",
    "print(image_cropped.shape, mask_cropped.shape)\n",
    "\n",
    "assert (image - image_cropped).sum() == 0\n",
    "assert (mask - mask_cropped).sum() == 0\n",
    "\n",
    "visualize(image_cropped, mask_cropped, original_image=image_padded, original_mask=mask_padded)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Non destructive transformations. [Dehidral group D4](https://en.wikipedia.org/wiki/Dihedral_group)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For images for which there is no clear notion of top like this one, satellite and aerial imagery or medical imagery it is typically a good idea to add transformations that do not add or loose the information.\n",
    "\n",
    "There are eight distinct ways to represent the same square on the plane.\n",
    "\n",
    "![D4](https://habrastorage.org/webt/ln/nw/nc/lnnwncjfjsn8zpfo6igvqq-rjky.png)\n",
    "\n",
    "Combinations of the transformations [HorizontalFlip](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.HorizontalFlip), [VerticalFlip](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.VerticalFlip), [Transpose](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.Transpose), [RandomRotate90](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.RandomRotate90) will be able to get the original image to all eight states."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ## HorizontalFlip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WfjuA/wudI9pPAvg5dOtKvU6UiPhSdMLV88fHL6LLgfEWdPHuVwTh/SYSVxrjD9OrATy3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\nLlrz2a0PGtNMbG1tNaMhOK40J3TLM30ohqw59f5pWgineSBcG1t5sh1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Y0Wy90n6cy8OO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\nmVmh/j9HihTF9+3VKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3d823df98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = HorizontalFlip(p=1)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_h_flipped = augmented['image']\n",
    "mask_h_flipped = augmented['mask']\n",
    "\n",
    "visualize(image_h_flipped, mask_h_flipped, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VerticalFlip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cJaPW1Tv9yLlV6cJBhTJpopVTeR4GOa9/tDuu9hrKKp0udN7oXkPQev55n9mN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sl9ejrncyEcW3tGQGyT2338oI20pEuA/YFNJS0GTiUl848kzQAeBt6fV78amAbcD7wEfLjdwMys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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2b9c710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = VerticalFlip(p=1)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_v_flipped = augmented['image']\n",
    "mask_v_flipped = augmented['mask']\n",
    "\n",
    "visualize(image_v_flipped, mask_v_flipped, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RandomRotate90 (Randomly rotates by 0, 90, 180, 270 degrees)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bUTuWqoxetRtWVlbsanE6Lp3PuWVR2yqDdsfNYukZytJbUd1O82GolkMLfW3k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\nmZkVyo20mZlZodxIm5mZFer/A18pUEDSSbFuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2dd52e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = RandomRotate90(p=1)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_rot90 = augmented['image']\n",
    "mask_rot90 = augmented['mask']\n",
    "\n",
    "visualize(image_rot90, mask_rot90, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ## Transpose (switch X and Y axis) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BAP8XOke0nwPwy+jeK/V7okTEN6ATrp43OX4ZXQ6Md6GLdz8vCO83kTjfmPwwvR7Ac0op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c5ns+FlwEI6Ima2eGh6k3UDOLHToMysN5zPZsNLSTOOzak6gE1wbO0pOTYoO76SYxuMkuN3bO1x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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2dd5390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = Transpose(p=1)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_transposed = augmented['image']\n",
    "mask_transposed = augmented['mask']\n",
    "\n",
    "visualize(image_transposed, mask_transposed, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Non-rigid transformations: ElasticTransform, GridDistortion, OpticalDistortion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In medical imaging problems non rigind transformations help to augment the data. It is unclear if they will help in this problem, but let's look at them. We will consider [ElasticTransform](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.ElasticTransform), [GridDistortion](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.GridDistortion), [OpticalDistortion](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.OpticalDistortion)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ElasticTransform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+XVc0skK1S3VsMdAxRbLq06dPAxiPseax6kmuNdn52WmhWtkniVa+hD7/nklR\nBHV/qS8B2+qyT166dCnrSScSiUQicS1iLpg0va+VzagETjh7rTvuyJEjYyxPWbrud/HL2raWtOXy\nXytbdeyzZmxqg3aM2EFtya5GtotHd4zZsY5J783FWBPqldnyPNfP6tlKyV1jtlu+CsqQKOnXPhTc\nUtpXT1YyajLoug5vvVXtwkEFWbRmdVOtCeGy7xF9eexdXHMrblrZZqsqXitXt2p01FNd65rXDF/Z\nXItBO80EP2tbdE1RLZ9m4dN2tLyaa5sr8x1ozWnOAW45R9STXKMrXL1ojZzQ3wDeX9cVPqueT9T5\nx7XfdJ6rvVzXcv3tuHDhwkxMem5+pOsfJ6f+aiVF0ONURQqMB7Grw4c6PznHMv3sUjnqAsTruwWr\npXKp7+lUdE7VRujkc2pG5wTjnHG0/3ndPjWuO1f7paWid4umC9nSRYDjwC3WLulJ/SyaxF/HFJ1n\n+COtanF1ulGTyEHE5ubmmDOeS7KjP0YaYuTCHPu+c2N/aNKMoUknVHDQuaQFc/p+KFs/0kOFXnW+\ncgK//pjo9XQO6FxwJSyPHDkypgrnmOdnjnHnpKYJldwPpQp86iSn/a3Xc0WC6h9RXWPcj7O2wTno\n1YlrdoNUdycSiUQiMaeYCyYN9DuDaCKAVuJ4t61VSyoVOfaj0pBjuKoqVjaqLFKZuDI/ZQ9E7dig\nbECvrWzPsQOn7molfuF5mh7QJaFRZ7yNjY0xJu2SGCjjUeai/a/Srb4PZc48zj2zSuT1OHEqU93W\nqQfrZyS7UNX8QVd3M82vMmkXdqjgO9NwmnosOJVwX1vq713iHtXEuOsQzuSk87kvHSiP13nXChtz\nzJhjmNerUywD4yk51dFJ267zta84SN2+hYWFsbboevr444/vuLcLtXIsXrd8Rh6nam0Hp6qun4dw\njroaDurOr9eYDMFKJBKJROIaxFww6cXFRVx33XVjTM2VRpzEmOttX0pO5xShtkqVGl0pNedAoqUT\nHZtVJw61bxB1alNNMqDJBVTKdE5shAtLUBuh02zo+3ISJfevrq420ygqQ1EfAZfIRduiIXNDHf3q\nttbn05bWd00tTKBbHq/FRfi++nwoDiI2Nzdx/vx5G96kfezmtdpYuX9lZWWMWakjqAsH1ORCrmiC\nswe7EEtts5Zu7GOGLV8Sp81zPjfKXnWeOwxdT3Vt65tTumarNkkL5Sij1nms79VpupxvgNqVeX/1\nl1lcXByis7p1AAAgAElEQVRbW3S9a4WBufdXX3s3SCadSCQSicScYm6Y9KlTp8b2O2asKfaUwfUl\n9G8liFCpnlBPU2UDroCGSpnqKa02Tn1WZeZ9Niy11bFgg4Y1OGbibGKKlhSofec8t+ut9odjQMqY\nlNG4ZAUu5EH7TFmBY+bKYpaWlqx/gRZ4cZ7FLgzQpb09SKjLwzo/Dmcf1HepNlNgvCiJS9Ch701t\np3oPxxL1XbuIExel0Me6dDyQ5WnkiWoBXGpbZ293dt0h87Rvq0Uq6vGq66WGSrlwMl2DVNui2jj3\nvtlnWi5WmbS+j+XlZavJcSGp6i/jxl49F3aDZNKJRCKRSMwp5oZJnzx50npCO09q5+VN1FKaK6Cg\ntmiVihz0OJcsRduibXXejH0emGrfUU9lfSZKehpD6LwYHRt1XvdaqtLFU+p1l5eXreeosz05idrZ\ntJS9aTITfe8uNtclsak9jAm1xxEubaMmdFA2cFCxuLiI66+/fmyOqPewekA7e2KfvwD/175rJR9R\n7Zv2uY4L5zvh0gM71tnnV6OMlPfWEqaqNarT6/Y9q9Mm6bra8iofuq0jHVwiGvUVadlxXYRPn68O\n29DXVy4hkyIibDpkbpU565qiv1+1hmiWVL/JpBOJRCKRmFPMBZOOCCwtLTW9i1UaclJVn31YvUAp\ntWpBB1dyzkElORdb7Fil2on12WsbrLJPsgjNYubsq66/XIYjtae50m0av63PrLbHzc3NwXHqKuW7\neGll1MriVPvgbNHOr6Evc5TzmtfndbZ+jSnV7UHFwsICjh8/bv0uWgyw5ZVcShkbky5nAKHsSNkQ\ntRpqByb0XbdyEDjNWu1BzHvRu59tYLYutbtrPLTaqNXOPjRjo2OxTkPZp1nT/tf3o1tnx9V7tOaQ\n05Tps7jonJqhu7XGaeH4WTWa+gzLy8sz+ZnsmklHxDMj4tci4j0R8a6I+LrR/hsi4q0R8f7R9vSu\nW5dIJK4Kcj4nEvOJWZj0OoB/Ukp5R0RcD+DtEfFWAF8O4FdKKd8VEXcBuAvAyyddaHNzE5cvXx6T\nplpl47R8pNp9aqnVxR6q1x+lV7VNEdoGZdBqp3WJ3TW3r2NwtQTp7Lc8RsvDqfTWsj05z1S1zbRs\nYE5rUEvkLg+xQiVv/UwplixEWa3zHdDrT4qtB8YZ2urq6tjzteLFdXxrQQ5XlOEqYc/mM23GyvSc\np7RqKZw3bR/c+3Y2as3Kx/muGrWWH4xqBXScKaPT8zc2Niz743jQ/nJjU9vobKtujSFaWqVJvkAu\n97aL9Vbfk6FrldMK8L3xPRLqKU+oXX9jY8P6J6mWVbVyLlqjXgddRrwh2DWTLqU8VEp5x+j/8wDe\nA+B2AC8E8JrRYa8B8KJdty6RSFwV5HxOJOYTe2KTjohnA/h4AL8L4BmllIeAbuJHxJnW+aWUHUza\n5b12+XZblZLqY+p71lvnIa3ZolTia8W2tuxrTlrts8+pR7iyA2cjbUnO2n+uZKXLVObYqMMkZqT3\ndLZjldhp13Mx82ofd32icfLOt+DQoUM2M55jW7Vmp35Gp3XZL+zFfK4zarnKYqoV0fHoYpn7ojVc\nydE+XwJge7ww65vOcx3bjoU6hteaE6UUm/eB25MnT2IInAe5PoNjws43xXlq6/U2NzfHmHQrB7fL\n6KjPRLj+1DGj2RaV9eoayvdeSrHasxaTVl8hZdKLi4v7w6SJiLgOwE8D+PpSylNTnHdnRLwtIt6m\nKopEIrE/2Iv5TNNDIpGYHTMx6YhYRjehf7yU8obR7g9HxK0jqftWAGf7zi2l3A3gbgC47bbbyubm\nptXtq11DGaOrRlRLjsrOHZtz3oguzk3ZD++pFY2cVzdzQTPHL7fKIiLCeqg7+5fGhLpsao7pEC4/\nucZfKxxzqr/TZ9B7auUZlbDV019jwzUWVyVwQt+ziySox0XLq5tQad8xx5Yn65XGXs3nO+64o/RV\nCdN5rYxOY5Z5HufSpKp2Lu6dUFakTNrFyRM65jVzmatvrPO/Hmdqv65ZXX2Oq1ql6x3hNDSO9btI\nBqJlF661AuxfZzueFIHT9736yeg6qm3j/Rlrzves44KCZF2RTe+pkTu67rroo775vC8Zx6LrlVcB\neE8p5Xurr34WwEtH/78UwJt23bpEInFVkPM5kZhPzMKkPwXAlwL4g4j4n6N93wzguwD8ZES8DMC9\nAL6odSHasCihOOmHUK9iZU99zM9ljlKmpvfQai4qJaldUiVrl0VJmTQ9s7ntq4es3r+8hkp2rp9U\nGlU24pi1Xq/F9Jytu/6sz9JiAyrduuw+vI7W1G3V0iWU9Tk7/9LS0liOX6exUMbTksj3CXs6n9fX\n1y2T1phap61S5l3PCWW06mnL9+8iRlrMWzVZThOmHvquNrhqWWrNmObsdpWddP66HA2ushvhKvO1\nGLXLplYfp9qiVsYwza3g8otrfzutoOsLbReZdr3uaFu1jfqMzvbfZ/N3PjBDsOsf6VLKfwPg7vyC\n3V43kUhcfeR8TiTmE3ORcWxzcxOXLl3ashOoxyXRqnjkmPTi4qKNGVRmxc+UhPsqvdRQyVozX7U8\noNUmTSatNtS6ak5LK+CydelWJXTCSaOt+reEy55WMyrXr2obVI9ply9XbWFqR+J7UU2H3lefXW3l\n9fvUd6xjQBmieoW2IgwOKkopO2o+63MpY9Txw8/qr1C/Q9Vi8DvN5U1G7SpBab55V7t+KIPmfOZW\nbdQ1q9Wc5hwvfAZlo4QyPo2z15rNhNOEtWzQelzffNf5on4yrg0aMcLzlKW7WG39nte77rrrdhzP\n96Z5MOpncppFF8Xh/A36cnG0Il4mIXN3JxKJRCIxp5gbJn3+/PktJk3pV6UxzSrkJLs+r3DHwlux\ncUMzVrUqqLTioIfEHGvmIVd3V9vmKsG4LFv6We3GQ2NTHaO+fPnyGBPWtrsqQ8rulTW4mFBlHWQ6\nytSd/ZT7a18CF5/fysSmXvFaZUdtYgcN1Iy5mFm1B7u8z+wHMsuaSTsvamqinB+AjieXLU4Zuvo0\n6P1djLJbFwCftUzni7JPZ69VL3jn7+E0bfq9i2jRcb++vr71jlr+MUQrttixfVebXWOW2f8cD+x/\nzvu+vu6rXgUMz8Co/VO/11kiNpJJJxKJRCIxp5gLkZ25u1XCUzbVivNz2X6Wl5fHbErOE1ftRCqN\nuthWZ3918X5qv+izY2gfuYoxjj06O4irCOMyErm8xGo7c5J3n2ej9pdqTdhPajN0cczKxtyzqkRN\nXwBnl9fY/bqOMVmDY1U61ggdv31Vwg46+rKCOe2Us/9rHoT6XfNYzdLF90ro3FDNi9osdVy4aA3V\nkujccV7OdbtaUSsuuxmh2iRtE9usMcQurznhNJNEX90DZdC6PupaomNCtUo6H51/A7WumjFO34tq\nG/RZ6qxp6p/gWLCz3eu1FxcXZ9KOJZNOJBKJRGJOMRdMOiJ2xJ1S6mgxR2e/7ZNyWxWLWrmhVfJz\nbMdJx5TI1Z7E+7dq7tZMWtm6SuDOruMYjPOgVE9p9dxUJu28kvuqYKm9URmOY0oqkRPKrLVN2lf0\n8qQkrjZqQt97rVnhNfvsjfV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1g45b1XLV70ALMbhkGQTHLqGaM7U7Vs818RmclsT5J9TP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\nuj60vPV1u7y8vOXFzfnqNGC11zawzaAff/xxAMAjjzwCAHj44YcBdBo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tp/r5s2eS5s8u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Tu3W6SvBI4DvpIvr6hb/hFJs4E3AI/XutHWJyK2lbQwIqa0GU9PObb2lBwblB1fjm3SKD2d87kQ\njq09fRDbpHbvP2SRlnQJcBCwjaQlwKmkZP6BpBnAfcC78upXA9NIuy3PAO9rNzAz6z7ns1l/GbJI\nR8T0FjdNbbJuAMd3GpSZ9Ybz2ay/lDQt6KyqA1gPx9aekmODsuMrObbhKDl+x9Yex9aejmJT2lk2\nMzOz0pTUkjYzM7M6RRRpSYdKuj3PEXzy0PfoaSw7SbpB0mJJf5R0Ql7edH7jimIcJ+l3kq7K13eW\ntCDHdqmkjSqKa0tJcyTdlrff/qVsN0kn5fdzkaRLJG1S1XYb5PmzncsjjtG5PPLYisnlHE9P87ny\nIi1pHHAOaZ7gPYDpkvaoMKTVwCciYndgP+D4HE+r+Y2rcAKwuO766cBZObaVwIxKooKvAddExG7A\nXqQYK99uknYAPgZMiYjXAOOAo6luu13IAM6f7Vxui3N5BArMZeh1PkdEpX/A/sC8uuunAKdUHVdd\nPFcAbwFuBybmZROB2yuKZ8f8pr8ZuIo0K9TDwPhm23MU49oCuId8nEPd8sq3G2umt5xA+kXDVcAh\nVW43YBKwaKjtBJwHTG+2Xml/zuURx+NcHnlsxeVyfs6e5XPlLWlazw9cOUmTgH2ABTTMbwxs1/qe\nPXU28GngxXx9a+CxiFidr1e1/XYBVgDfyd1335a0GQVst4h4ADiD9BvgZcDjwE2Usd1qWm2nYvOj\niWJjdS6PiHO5c13L5xKK9LDnBx5NkjYHLgdOjIgnqo4HQNLbgeURcVP94iarVrH9xgP7AudGxD7A\n01TbjfiSPB50OLAz8ErSFH1vbbJq5Z+7Jkp5f4ejyFidyyPmXO6dEb/HJRTpYc8PPFokbUhK6osj\nYm5e/JDyafq09vzGo+kA4DBJ9wKzSd1kZ5NOIVibmKaq7bcEWBIRC/L1OaREL2G7HQzcExErImIV\nMBd4I2Vst5pW26m4/FiP4mJ1LrfFudy5ruVzCUX6t8DkfHTeRqSDAK6sKhhJAs4HFkfEmXU31eY3\nhrXnNx41EXFKROwYaR7Yo4HrI+IY4AbgnRXH9iBwv6RX50VTgVspYLuRusb2k7Rpfn9rsVW+3eq0\n2k5XAu/JR4XuxzDnz66Ic3mYnMtt64dchm7m82gP/LcYdJ8G3AH8CfhcxbEcSOp++D1wS/6bRhov\nmg/cmS8nVBznQcBV+f9dgN+Q5li+DNi4opj2BhbmbfcjYKtSthvwBeA2YBHwPWDjqrYbcAlpPG0V\nac96RqvtROoeOyfnxh9IR7VW9rkbxmtzLo88TufyyGIrJpdzPD3NZ884ZmZmVqgSurvNzMysCRdp\nMzOzQrlIm5mZFcpF2szMrFAu0mZmZoVykTYzMyuUi7SZmVmhXKTNzMwK9f8BPHQigMT5zWgAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2e3f7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = ElasticTransform(p=1, alpha=120, sigma=120 * 0.05, alpha_affine=120 * 0.03)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_elastic = augmented['image']\n",
    "mask_elastic = augmented['mask']\n",
    "\n",
    "visualize(image_elastic, mask_elastic, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GridDistortion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iJ/oyKNa/KyvVTGKErgznIlj6NJF99aqv0wgPZbAt3x29p8tvoL4mylBdjnCn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JckbQpcDpwYEU9UHQ+ApLcBD0XEjfWLm6xaxf6bCOwDnBsRewNPU2034ip5POhwYEdgO9IUfW9p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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2c634a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = GridDistortion(p=1)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_grid = augmented['image']\n",
    "mask_grid = augmented['mask']\n",
    "\n",
    "visualize(image_grid, mask_grid, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OpticalDistortion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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usy7/HWWDVsxZ3Yv9F5aWlmZi0oP5SNcDT7nAq8GsOhOrSIH1huOBwGFI/LF2\n8MvmlJgMlRyB1bz8+zj12rhUg/W+6hgsOKiEDOzYE02uSoXYNVDUtdwukYqe78VCEE/svECH9wO1\nhCm3hV9fPwsvf8l9ypOX+Eea1eLsSMYmkZ0IM5MJe6KPdTQp1ik12flKCfBq8ldJMVRoF/dLVT6n\n2nXUH2RFFDjxhhrPal5UqvtIsI3SB/O2nvPYJKmE4EidrQR+/vDxPjvoRYmbuoS0KJxrnGNY1zOP\nS5QyCVLdnUgkEonEQDEIJg00Uoty7ogM+CrsoZaMWJp3SVexH6Vqi5yumI0qNY2DJXRWMTvqMAeW\n1LhsZntKiuMUil2pC+vj/D5crcthEFHilpWVlREJmsvgRPjcjsxU2MHM2Si/D2bOfp565nHSsZKg\neev39IQt/ozOoFk1v9PV3c6iFWuKGFofhu3vQSWv6KuWZlbI/YiXkFXOVgwV2lX3De7baj5T6X27\nEqTUWzU3KSatVNORk11XXbkuXWl1u8pWDntqrEUmPn6//N7rNlJlRepsDtvk95qOY4lEIpFI7FIM\ngknPz89j//79I0xNLY04jjHX266UnBzGxIxaueyrtHVqiTQODYlCN/w8TtbhcOe6uq4syTlT8y0v\nmMHP7GAWq+x9SrPB74vrzvVYWloKbUYqDIel/sgmzc42fR396rrW17vduKtMZ8z+fnjLoTa8dGWX\nD8VORa0ZU4w6spUqtjU3N7f2npjFRDZPxRb53sxWuQ/zvtoqrVK9wAazS/ZJiFhn1F943EY+P8rh\nTI01s9EUpwxVlh9nm7Kqi0omE9nNlT2/KzFJZP9mrati0PU2mXQikUgkErsQg2HShw4dGjmumDEn\nhGcG1xUqEIUtdHksAqOSHnsxqgU0mGWxpzRLZVFKvtomzezey/AFG5zRqYQganEQZZOJJHVuO+W5\nXW+5PVR4F0ulzHSUd65Kp8ptxrYyxRa6bJjKv4AXeIkkceWdv9MReWuz1iTS1NSaINdOKPutCr2J\n/DOiJChROSpMaRwiu7gKy4w0EipVqtI8KptzlPK0nl8VKx83rwGj74nnA+UFzls1H/fx+o9szl3L\nW9ZbHu913ZJJJxKJRCKxCzEYJn3w4MEwYD1K/aikpNXVVemJx7ZolqYUlBcpJ0XhunBdVXyuS9G1\nxMnewuyprJZj45hhJZUqiVtJxWwXUulbu2JNIylUpVllW6B7RCvveN+yFMzvnTUmKkFM7W3K0jH7\nUDjY3uaH0/kJAAAgAElEQVTP6Mth+ntkm/VORimjS/9FrJLbicdIzaS9jZnV9E1Sw/uTsku/P3uB\nc5w/a+a6Ik5YOxTZtRnK81yNP9ZQcN3GMeaoDorhcp14vCl/FvYZcShfAeVbEsU8r6ysjMxJyuas\n+ty4iKBk0olEIpFI7EIMgkmbbVzaTnkXc8xcZOtydCXkdybFCzqwlBSBbc7KY1NJtWwn5mevpWyW\n7JyBcRYzZV+NPF0VM1Rxl1wO19m3HNO8urraO05dZa3ieGlm1KzpYO2DskVHNsj6/SqveX5exYTc\nds0S+k5n0qWUDQwq8sB1sCc+L0dZs2f24leaMKURU3ZWZd/l65hJ83Kk0eI0dZy0jwHWyvXNDKj8\nOLjOyubPxx2KhXbFoPO8xfMp14XHt7JRs/aPx6F6dmVXV4y/i0nznBT5koyLYpglYmNqJm1mDzGz\n95jZDWb2cTN7QXv8sJm908w+027Pn7p2iUTirCDHcyIxTMzCpM8A+LFSyofM7EEAPmhm7wTwAwDe\nVUp5iZldA+AaAC8aV9Dq6ipOnz4tPfxUjCsnnh+3EHgkdTKzZpulg+ugbGFs93EJW2UyUuyiZmHK\nfuvn+EINLtUriTryDmW7WuTxGknmXR7XyvuS4efxszJDdvsus48oA1Wf2HpgVPKu2ZzK76zsaA5e\nkIO9v88yNm08Axv7XhRLrPohs626D3Bbd2W1q8uIvPcVk1bP4Pfld8hZ41QGwuXl5ZH5imPy+V68\n5Topz3bu85HXdle2w67y69+5/XlxEIey+SvParXAEdedF+RRvgbMyOvvgPJbUpkEIy2N2p8UU19d\nSrmtlPKh9v+jAG4A8GAATwPw+va01wN4+kw1TCQSW44cz4nEMLEpNmkzuxLAowC8H8AlpZTbgGbg\nm9nF0fWllA1MmiW3SCKMVkqqz6nvWW+VhzRni1J5dJVUxZ6+DOWVyEyh/o09GhVLUIyO687tNy4+\ntQbHPCqbNWOcpyPfU9mO2fbvWbsUy2BbomoTtssp34I9e/bIzHiR1y63s9K6bBc2YzzX+Yojz1bV\nf1Q2sDrjGEcaRF68yr9C2TCVjZpzNTiD9ox0KtqgZpzKo1yxT5UTILK3sv3WEXk+O5THds1+ef5U\nc7eyf0d23751d/TJWsfPyO2lWL3yfVJzee3JPw1m9u42s/0Afg/AC0spD0xw3dVm9gEz+4CrmBOJ\nxPYix3MiMSzMxKTNbBHNgP7NUsr17eE7zOyyVuq+DMCRrmtLKdcCuBYALr/88rK6uhpKUYoxqhVS\najvTOM/EGkoCUxnLmP34Pdk2pby6XfLet2/fhq2XV9vXlYe6txszNPY0VdnUlKToUPnJOf6aMU7y\nVGsw8z05n3EUR8mx4eyFyyzNwe9ZRRJ0sTnl1e1QDISPR97gW43NGs+XXHJJqePI1TbSuChmAsQx\nxX2ZdMS01Fb5Iyj/GEfN+JWfDLND5Wmu7K7cRip2XGnSFJMel5GLbdB9tZ/cLirbl9JUqrrxe4yy\nrnXNYUqTo/yIIrY+LWbx7jYArwVwQynll6qf3grgqvb/qwC8ZfrqJRKJs4Ecz4nEMDELk34CgO8D\n8FEz+5v22E8BeAmAN5rZcwB8HsB3RwW5d6CzKrcvcsysg72KmT11MT+VOYqZGt/Dy4zWVmZvT+Uh\nzR7UzqTdM9u3Xeshs/evl8GrYql2YlbPnpWKWXN5kYSoJPR6n5+F6x7FOTIbZXue9yEHe9UrCZol\neGXnX1hYGMmxHLEn5fegbIZnGZs2noGNGdkUY+S4aGZZzEzqfqX6ltJWqLhcpc1gr2JmYlFUBmOc\nJkbliedr2QOd6660ADze2Ytc5Zx2qIiYWhsW5a/muYiPK890pQXgeYDvO2nkSp2nI4oycERRCvV5\ns9ikp/5Il1L+DIC685OnLTeRSJx95HhOJIaJQWQcW11dxalTp9ZiXX2dXWcajmjFI8Wk5+fnR35z\nyYaZFWcQimwizFI581XkAc02aWfSbEOtPSgjrYCyZalYT7+XQ0nFarWmyBu0i0mqdlXZlpgF8Nqt\nHCfJsY6cEYqf2e/Lz8628vp98jvmPsBsjbOeRREGOxWlzTimmHTf7FLKg7ceC1Fsq/I9iGK0mYX6\nu2UNl8pwphhd18pIyuNc1dmhmHCUYZDHL48plXdbxU+PK5PHN8e1s/d7pIWL2lv5KjjUetfz8/Oy\nDygWrHwENlsjtj0eKolEIpFIJEIMhkkfPXp0jUm7PZG9llkKU96IXV7hUYxhXRdA5wJW8Xjs4auy\ndKk46D4xx2y7U3YyrpuK1VRZtnif7cYRW4niNU+fPj0iaXPd2XblYNbAeY/5GdgWpuJZOf5aZU6q\nfQminL3Kk5S94v13vxfbtHciulgW/6b6ScRglpeXpRcwb6NoDsWkVeY6Fe/LmhwHM+quDFd8TpT9\njNuNNS/K2zjKr80+Ekp7yPUrpYxoR/g98HG2DbNtWj1LFDGgNCTKx6Vuo+gc5cei6lDvb2ucdCKR\nSCQSia3BIER2z92tpFTlvdjXrrS4uDhiW1KeuC7Jsee4ijFkuyPbyroyVdX7ilV0ZTZT3peKPao4\nVGW/Ubm5WZvgbeK2VVUvR5cUye3FWhNvJ7ZdKe9OtqepZ/X3zr4Ayi7Psftej1OnTq0xD45HZ1s/\nZ2rj/tu1SthuRMSCorjg+p0rWySPn0k955X2ScXdqrlIxYLX4zzyPFftoHxDFNuPWK7SkKlVCJXG\njZ+v616ssWIfHtXOStOhtKrqW6A86ufn56Xmi98D34s1IVE/nhTJpBOJRCKRGCgGwaTNbEPcqUs0\nEXNUUhJLRLWUpDIDRbmhWSJUbEfFODrbYqmrXiO3fhauT82kWdJlG6jKXKUyBrH0yZIks0rFpJVX\nctcqWH7My2Dbst/D240zjimvcH5GZgd+vaeudP8HtlE71BqzZ86cGVnnmFmTWhWM18D2e2+W5D0E\nlFJ6e8Uy++Lzxtn4ojlAxRR31Xfcca6jWhkpirCoy42eQXlzKxt/5OGs8iBwecqXRNnO637P86OK\nkohyOLAmIvL65nJV247LMKfmP8Wg+/o5JJNOJBKJRGKXYhBMem5uDvv27ZMSXeRh3Vdqqq9VXpcu\n8TnDYsbFtlMl0TF7ijx/WdrqyrMdeVsqKVFJ4MyouTw+j1kp27iUnVBlbarBscRehrNNtik7VDuz\nJK7sSByL71Ce83VbKq2KkvaZKfmzcZa53eLdzX2eMSnD6PKuVQxarSce5alW5SpWFPmSKCZdZ0FU\nWj7llc39ScVXqzh0R+TT41DzMJdTn8tzAmuyorlM+aDwsznU3KeeqaucqD/yPBr54GyWRiyZdCKR\nSCQSA8UgRPa5uTmcd955ku1EthTlVedYXV0dYYsuaTMb4qxQbDNV+cRVnG8UM+zlKS/zGsrzsa8E\n3mWHAUY9JZXHpIpFVNdz23blyeX2rGOp6+Nq7Wa1HnC0FqxDSdqs8WA/iXHtw4xHeeOqmFz2NN+p\nUP2G0Zdx1O9KaU7UeIv6tKpj5NEcxTBz3evymf2zXdah5rvIA1p5vqvxz+w1ss3WuQ6UnZy1bkqz\noOrEbTEugqf+PcoG1tUvVORIpMnts983uqALyaQTiUQikRgoBsOkzznnnBEJJoobVaxIZamqr1F2\nRLalMKNS91DsUsXeKc9NltbqclnK5JWdmF0wo+O6cXwut7eyr/GzseTNbcFaii5ErJPbm9vAz3O7\nLmsR+kqy7HWvGHrtba889lW/dQbiOerd30HZFncanJWo8auYmdrvYkVRLHVXneqtejfKn0B5NEf2\nx3G20yj7oIPtuOxnwefxeFb9NIrPVpkMeY5aWloaGdusYVCsXdnFVU4MFZ3DOdUVc1YaljoDHEep\n9I3vH6fVSSadSCQSicQuxCCYNNBIVmzD5H3OKqU8BLvsi8ompeIaOYsUxzkrKAl/XAx3F7qkZBVv\ny0xaeXFHWZT8d/bEVFoHJXnz2tzc9nW2LrVGrrL5OZQ9V9kWlccq73NdlQ2ylrbVOcr/wKFyou8G\n1Da+SCMWsdCudxoxsKhsvgczaKWB6ZuFSuUhrxm5snNHGoVJPZeV745qX5VVjefKOqcBz9lKS6B8\nSFQ78bM4Im2iYxxz5vvxczEiVj7u92TSiUQikUjsQgyCSZdScOrUKbmSDWf1iezBXdJ0JFGzxBdJ\nPpFXKEtXKj5alVvXHdjo0dpXCu1r52GwxBxl+VGSt4q3Pn369Nq7dXusssup1coc6pnYC1xlLFOZ\nkbivdcXVKg9T9jT1Mlx7oN6jx+RH2pqdgLqdIkat3u045s1+EBHrjGzYESvqWw7709R15nJURkAV\nLaC8tRVL7JvXXEVAKM1dV4Y97uMqgkFFpKi8EcoznbV+nD8hwjSxzMozXLV/3ZeSSScSiUQisQsx\nCCa9urqKkydPjsTXqhzTKjetYxyTjrZ9vQ4ZLP1y/K8qv26D+vwudty16gygJWa17rOK2Y4kcpWv\nmBkPS9xdcdxepnuFKu/tvtqDqA7OpN12xe+JJXJeY5fX2q2hYmXZXs42e1+B6+DBgxvaYjfYprvG\nnIonVeOZmXd9vfItcah3Msmc0Wer6qNsqHX9uO8qL2q1Rna0jXIzqHLVXMVjyTPm7du3b60vuzbI\ntzwW2IbMW9ZkqrlGaRyZwfeNn++K9VY2/IhBd7V/MulEIpFIJHYhBsGkgUZKiWybyibg6JOfddyx\nrjJUlq4ovy3H1UYZiliKddTSbJSTm6VPXgt5UsmbGTSXx4yP2S5L3i5t79u3b23lJ48VPn78+Iay\nlB2MWanfS0UCcDYnpdlgsGTOq/jUUrdaM1etYc5MxMGsYafC+6rSOinvZUcfjVkUv+xQc0KfZ6jL\nm5RRO1Rkxerq6sgz8DVqvLENWY1fNV+q9aOVDwC3gfdb798HDx7E4cOHAayP56NHjwIY1Q55WTwG\nOG+9ykSo7MG+5XhpR5Qfo34fqh0jVh6dPy2SSScSiUQiMVAMgknPzc2tsawakY2VGaKjS+JRdi4+\nrhht1wo8XegbVzmNBM7twdd6u7D0GkngSvKL1mZW7c4aEWeSLuUeOHAAF1xwAQDggQceAADcf//9\nANa9vTmnOUvevvV7us1YeWez9oEZl5KGlQZkZWVlpP34WrbDufbAt8ywfV8xmp2EcVnTIr8Odbxm\n4JH3dt8MV8pOHuWYjq5XHtpd/YnfN69dzuNZeXtH7RfloObzWaPDc2e9Ljr7cjCj9nHu9/ZxzeOZ\n51luZ7XyHL+naO0EftbaA1vNk5F3fV/t7KRIJp1IJBKJxEAxGCbta+rWYMmGPW0nsR0oZsxskBks\n5+xWUN6cfWOTIwl8eXl5RMrkVWtY8vatioeMvORVFi4HS9ZcDwdLzeedd97a/86oXeK+7777AKwz\na7+3s0y/ztmoS9ZcF+4j/ExRLnZ+pi4mzRodvoZXzopsVbNK3EOB26QjrZNio45x1ytbtPKL4KgA\nLltpWCLNlxojyi5c7zOrdKj5jmOQo3HJ7atyNyhP6IhJ1tkZXRN64MABAFizUTuD9nHtvidelsot\n4G3A86iqm/oGRDHNXfH80XNHtuYuf5dJ4rEZu2NWSCQSiURiF2IQTNrMOtfQZfswe88yk4yYIaA9\nR5XXL9tXFbNW3sJRhiIVA95lS2Hpk3N1e/swk2bbvcr4FHlEKo9XrjOvvc2emgsLC2uxwS55O6N2\nifuee+4BsM6w/R5sx3WwJM5x2GplH2WrUm1QQ3nNMrxOzO7Zi5dXJdvJmJ+fl4xDeXXz7wp1DLbK\nEc39hCNGFOOKWJI636FyDzh8LCwuLo5EIHAZHKuvvLGZEas69/U2VnHVDtbQzc3NrWm2XCPqzPpB\nD3rQhq1i1GoNBZ6Hee6JNClqjurKwRF5xavY7Kj96/46DXb+bJBIJBKJxC7FIJh0KaWThUTx0GrL\n59VSDEuTLAWpuFyODVTZaJS0xc/Ez8tsuIvtsuTNTNq3LumqOOm6zLocrotqq8h+ztm5/D41k2Tb\nsjNrl7idYd99990A1hm10nj0XV1MIbLzddnzIy9spT3x98Jsn9ngToVnx4uYtOpXar8eq2qcqgxW\nXfmmgdjuyHXua/tU2RIdS0tL4epXUb4DhxrH/IzKs5nnJL6vysftx0spa+3r49nH7/79+zfs+++u\nKXMvcB4TXFf2MfA6sHc4x0mrCCF+PysrK3JeU3N65Ge0WRjMR/rUqVOhc4ZDLeAwrlEjFY8KG/JO\nxWklWY2iOpdj0sHNKuL6niq1KIcpqHAkNajVEouqztzxWd3OajJPFbi6ujriTOYf6fPPPx/A+sfa\nf7/zzjsBrDuiqAmLP3Q8mHkJUm53nhD7qL44eYlDpXFVAhlPRDsVZrbhGcY5dHYd7yoP2CiMq5Sz\nSv2tPtKcdEh9rNXHWwmualx3PWskzKjUmNzvWJXr6PogdR1XW0UcavOjz4vsQOYfaVeD89zldWCV\nfvSx5nmahTLvK7zsroPbtkvoVmbTvkmzuuaIaTCzutvM5s3sw2b2tnb/YWb2fjP7jJn9jpmNGpsT\nicQgkeM5kRgWNoNJvwDADQAOtPu/AOBlpZTrzOxVAJ4D4JXjClhdXcWpU6dCJyuHMtSPU1MoFZqX\nwQk3WEKLmLRa7q2vBK4C5GupV52rnFcUO2AplBk2O66oJUOjBTfUfev/leTtzJrTKaoEDyqRCJsr\nmEmz1oG1ESphS30P/k0l1GCw1oTDT7YJM49nM9uQ8lQxxXGJJeptVypOtbRp5EiklpDkfeWMynXn\nsRM5X9ZjSTHVvs5r3Md5nCkzFKuxWePGc5gKJ/V6Hz9+fE197eOZGXQdflnf29XdvlWOd32d3riN\n+v7eR2MZ9Z1JNUR9MROTNrMrAHwLgNe0+wbgSQDe1J7yegBPn+UeiUTi7CDHcyIxPMzKpF8O4CcA\nPKjdvwDAfaUUpwI3A3hwVIg7jnGYRJcE7efXUGEVji47sbJBK1sXS+oOxdBVOBhLWyzpsy20tpUy\n6+OQnihEwLcsefuzc4IXL59Dunyr7q8Ww3CcOXNmLVnJkSNHAGjJm5dz9OvcNq2kfyW9MuNR9n1l\nS6wZGZcVtT8f5xBC/n0bsCnjmdP8Ro5j6vg4HxOV9jNKv8tQTkD8Tpkx83j2vh45hNaJSXh8sTbH\noZwjeVlHvqeD5w1Pves+Ir7P9/fy/V26f05Xghi/9t57791wjY9jby8/zgtt+BzEmrNo8R9euMMR\njclx4z86J3Kg7XJa2xabtJl9K4AjpZQP1oc7Tu2cLc3sajP7gJl9wDtJIpHYHmzmeOYVzRKJxPSY\nhUk/AcC3m9lTAexFY8N6OYBDZrbQSt9XALi16+JSyrUArgWASy+9tMzPz0s7Use1G/aVR/U46YWl\nJbZxKclclaPSDrJEyFIYS4QO9jY+ceLEmsTtQg0vRsE2KRWmotpA2dl54Q6XwN2OxBKks16Xkl0C\n70oE42XcfvvtG871stxWrby0a4/xri3b/VS6UMWkVCKXeilGtv1FNlWW0NV7OcvYtPH80Ic+tHQt\nmBMxaEdk0ytldIGNiFE7+nrsRh7paoEWHyPs28Bj58SJE5LJKt8RXmSGWWdfDYVagtbHRp3uExj1\nG/H9Ou0t+4x46CSnxj106NCGe7B2z5/V28uhoiuUhlKFynKobZd2Vs3pkV+CChmeFVMz6VLKT5ZS\nriilXAngmQDeXUr5HgDvAfCM9rSrALxl5lomEoktRY7nRGKY2Io46RcBuM7Mfg7AhwG8NrrA08qp\n5PjKiy6yF3Uxkr42ikiKUolTGCzZqWQKvO+SpKsOjx07tva/b10SZzuYWv6NYwgj23/kbc/SrD+j\n25c95tmlZ5eSz5w5syERArBua77lllsArLebpwtlu7lL+b5lBsO2QDap+HVsF+blJVVcbX08Sl/r\niOzgA8XU4zlizJENehxDVH4pUXKbaI5Qx5VGjBN8cGSEj1H3oXDN0fHjx9d+4zSbXjZHknCfVTHg\nam5SGhzu677vzPnCCy8EMJrDwOt1+vTpEa2eJx9y8BKWrGlRyaT8PaoYbx73vvVnYD8nPt7VtyLt\nqWLOKnHNrNiUj3Qp5U8B/Gn7/40AHrsZ5SYSibOPHM+JxHAwiIxjc3Nz2L9/fygFK3tuV3kKKjbT\nwTaSqC6KfTJYAmf2y4yPl2584IEHNtiz6mvYG5OlR44V5hSnLGlzOk9/Zr9O3c+l40suuQTAugTu\nNmqXYk+fPj3CLFwi9sxiLHm7VM/e9sornyVvtnGxxM3PyClXHbWUzWydbYqRt7daRGCzJfGzjTqO\nGZjdm7vL56Qvk1Z9fFIGzedx3dj27P2Wl2r0/ePHj0sGzRpEfwb28WBvaxWhwHXn89nG7eW6BozH\nsZ/vz378+PEwj4HPa64F5DShqo7+zCojI7c/a8a4vHEsWTFn1s6p/AbjIku2xbs7kUgkEonE1mIw\nTHrfvn29pd8oTo1RSpF2bIfKa63YaeQlGmVTUl6fbpv1eMM6Eb1LoewJriRjXj7ObcVs31Uxidye\nbAf2cjj/ti/47jasOvuUP0udrairPTiW08vyZ2ANh9cpyk9cLxVYgyV3h+pTq6ur0iNfeaJy34v8\nHHYrlPd2X2Zdo692QsU3c52UtzBHC7hPRe0zUm9dE+bM2cez/37ixAnJoLlPu4aKt+xzwlEG3OdZ\nQ8Y5CXxsuc3Zx7Mf55hnZ81LS0sj3tR+Tx+/3k48rv0ePlcp7YHqAzwGHSrHt5rH62gNh/KG5/em\n4ts3C18Ys0IikUgkEjsQg2DSZs0qKsruywxDZf1i5lLvs2Q8LptRfU8lkatVcrguymblkjZn0OKt\n/37ixIk1KZSlTbYJc/5czhjEdhuVkcj3HS7Verlus3L7ku+zpM/2qjpbF9eFbVfsAeve3l4HZh3K\n7unMx8FtqFbRUXHTy8vLa3Xqm789WtmH67ZTUUqTQTCKNVZsVZ3nMDOZGaw+pz6ucgFEdVKaGO+n\nzozZ5uzjmxlkvdoTR37wynA+Xnn8quxcnM+A7+lghu5jyjVgKh7aMW5ZSW53zguuVpnzLdvZ+2pC\n+DzWiDKz7ormUfdQS3gqvwber/vrNEgmnUgkEonEQDEIJg1sZLvKa1vFJnLO6a6MWSoXs4MlL5bU\n+Z7K/qg8AFXcpNuqXBJnb2dmZ3XdIq9Pl8jVyl3MCth73O/NHs/OmC+99FIA63Yljp/0NuZc30tL\nSyPe7lw39g71sljb4nY1jiHl98Rtp+LileStVuOq79H1rmoof4jdhtXVVZw8eTK0MauMTbxl1MxE\n5Vbwd6EiQ6J7qnXGOd+2j1fXeDmD5rjhuu5eL46+4MxivGIba1yijIBeB/+dtUU+Xp1BO6P2McVr\nrtd5x+v7dY1n1n7675yvgJ+d68g+QTxPOHh+UCtWcf3qrbJX84p5it1zX6z7YDLpRCKRSCR2IQbB\npEspOH36dJg/V+XrVfHTNcOJWA4zJ7ZBKQ9KJXmz/ULlva5tzgBGMnHVbJklOCVxsz2HsyBx7DB7\nYPIzcwYiziTmErmfp7QHtX2ZGYayGbGXKGcs8i1L4hzzzX1DeVIrSZvbtPYOn3T9WNbaMFvf6V7e\nq6ura+8LiL22VfuN0zgoGyTHy6o5JdKAKU2Yj0/WPnm/ZPbK2cPqce335DwGKqKEWb3SiLEWiuOf\nXfPl49j3nUHzOvMqEqW2efPzsq9HNC/6ln1NeFxHPj/qG+DbcUxb+SEpHyDecuRIbY+fZUzv7Nkg\nkUgkEoldjEEw6dXVVdTL2ylJWknP0eokKysroZ2LJXFmk2wLUR69bCdi+w1Lof7c7EnNa7kuLCyM\nZCnjeGVmeyrbFtuwvI5su3LJ2jMOXXTRRQDWJXBeG5YlfV6tq5a81fNyvLPD25vb0+/Jkjuvz81s\nQMWQMntxsDS9uLgo45yZjfs9WbOh7HE7nUmXUnDq1Cnpidt1ftd5465jJsWZ/KK8y8p/pS+T5rHj\nW7bN8pisNXWcL55XeOP80lEdOQMWR3m47dnHMdugo3HMkRZdnuoRk+b3ory+HWq1Kn4v6nplL+6K\n0mGNrfJXUVkP1ZyyvLwsV3Tsg509GyQSiUQisYsxCCa9srKCo0ePSrarYt6i1UocfTLBsF1MeYEr\nydulp0klcGaM/Iw121LnusTsEriKG1exn34vtzlz5jBn0kryZmmYJe9xMaIcx8r2OZZ42b6uGLm3\ngdvh2O6urmNP2nH1ZElb5RFnVu/tz0yaWddOhcdJK6jxqvLhd5XP/09q51Y+JGpcK+bG9mFmkuzL\nwt7n9TkcpaFYpIpMYSbO3tvsS8J5E9T60opJ1/05Gs/sfc1zE7evmuv82fw8Lp/9blijoeKvV1dX\npQ9UZJuOYurTJp1IJBKJxC7FIJj06uoqjh07NuKJq+wbbHeMmHSd4SryIFfxkiqPK9sf+DjbSlhS\nZPuHwvLysmwXzkTEealVbLCf59e75M3M2Y/7eSqPMXuX8n7NUlQ2KZaY2UubcwPXsZrAaIwntw3H\nbjsie2AXU1D5gTlPsG/Zjs7PzO9nJ6MrXz4jWkFOMWozkwy6b/4CHq9qq8Y3R3eoiBNGPb+ofAd9\n8kx3bTmHvjNnznvP7JO1fOxDwloDfvYuPx9uD9YKMFP2fb43axVY06aiOThPudKU1eM7ykLH77ar\njHpb97W0SScSiUQisQsxGCZ94sSJEdbKcbpK4mbWw0xlfn5eSkPKA1V5UCqbM9uuWBJXeZtV1hrG\n4uLiyDNwhqJI8u6ycwPrNir3+uSc3OzZznm1eZ/bomt1LZXnlv0P+Hduf16FiFf+8rbhNXM5rpLz\nJbNXahczU4yZ6+7wZ1PrTivtwk5DKaXTxhflPVA2wC7fE8Wgp7U1K8bM5ajIk+gZurQCajyyL4Ma\nG9y32Qbt49jHAkewsK15XJ7xui3GxbGrdlBjgudJjjvnHBC8z7HlDvZ0VxnMav8mHuPMlFUeeOUz\nUHQ3XToAACAASURBVOdmz4xjiUQikUjsQgyGSZ8+fbqTAXch8uruykajcjWrbGUs4fG2zkPd9bvK\nFR6xCH722u7E2YsUk+N2UqvrcAYxl8BZOmWvTl4zl7OlMRvpgnpu5QXJ78fbnTO3sa2Ksy2x1ziz\nCr6ePTjrLce5qkxiLL2rCIEoln8nYWVlJfS0jsbEuLwIfeyA9VaNY8Wk+76TiDnzfFNv1VrHStvH\n7NEZMq//7ONarf/s49XHbzSOVaRL3QaRVsTB7JTfl49DX9uAxxCXy9oEzrPN45vHZt23mEFzn1Ia\nnq724POSSScSiUQisQsxCCbtubsdbANV9lzO3OToWpVIMemuzDNAHBcZMehxa+HW94/sxrXkF9lV\nGCx5u3enS97OoF0i93hrr7tL1rzmdSR587OPi3vl9mCple1AbNd1CdlXE+M2Yo9WZ9QugfOqY14e\nr6rlbV33LeXPoOyfKr7VsVuYdCllQzRC39WuJrFRq7JnZc5qrmEoHxLWpnB/rLfM6pSfBtugvU87\nY/Yt597mjIOsAeN8430Z9DhNJr8zb0fV1zlG2+vgc41qZ47xZkbN9nTfV6tq1bm7+2a0nMSTfxY/\nk2TSiUQikUgMFINg0r7+rJJMOLaOM+Nwpq0umx8zMnUvLpuz7yjmzJJ9ZGtVthr22K7tz9Haquz9\n7WU4Q2bbFWcO4/ziLnG7VMuss2/cZJdkGtniVaY3fm+8ahgzXwfb/1ziZhbhHq4qdrnWwLANy8Gs\ngD2DuUxlm92pWF1dxalTpyZm0krrNI65KQYd5SfgPuvo63nOUDkdOP6+zmXA/UZl7eJx7OPWt2x7\nZq0Q2569j3dlDqvrEa1z0OUvw+2htE1Kc8b5D1QfqD2n6y3niuD5vF6drate48BaAZV7g89PJp1I\nJBKJxC7FYJj08ePHR/KqKpblUpFLTS51sWRaS4bMcFXmMbXOKUvkLGUyw1OrKam4aH8Wt7W41Fx7\nLfI9lPc05wB2GxbbrPyZOV7SmfN999234ThnzFJxvoyuuEGHYtRK8uat18VZq9vP2V7vz84e8rx+\nOPclxRDqa/kcte4vX6fWtmUfi50GH88Oxagj72/HOFbGbR1pvlir4VAaE+VprXxIeOwx262jDjj2\nX/UTLsvHs9+Ls+jxOPYx4e+EV+yK8p47FCuu+3/EKlnjpcYze3uredvnSS+XfQH4Wb1/dNmZlSaB\n5y3VJxh1u87iZ5JMOpFIJBKJgWIwTPrkyZNr0i7nV2VPQZWfVWW1qfMIO1gqVCs5+ZaZNNsjVN5s\nPo8lb455ZNbblVGH68z3YjYe2a5cwnbm7JK327B4ZRmGksTZQ7uOP4ykUZXlR3lb8+pYziJUHnO2\nYbH92N+7o4vtqRV1lI1ZrUu7W1a/cvh45jEXxUlHTLqLQauVmyIfEmZmHIfLc49aW5g1YBy7zBqx\nrjXDlZaPy+a5gDVqPo59/PqWfUmiuOfoPfC+mckMgRHL5PZUWhV/nz4nKQ2lytXN79/7Sx2vrbLM\nqdwLUVa5+hnSJp1IJBKJxC7EIJh0Kf3Wn1W2P5Z8xnmDKq9hZlBq3WdegzmKbVRZp5jtRjGPi4uL\nUirle7FHKXsRs6ejS9wea8w5fMe9mxqKEXXFwUbZ5NibW9m1lX3Tn9GfRa1Tzdnb1DrBXXZ4tUKP\nQ8XEM3tgzZHSCO0UuHc3gzULimlH+6WUkRh0ZtDszc3vT8XCKo0Nj1+Ou/fx6uPXmfQ4m/SkmerY\nhs1zFMdBKy/uyD7al0nXbFbltVYrm6nxrHKyq7mLY8gdrOlQq5rV41tFD/k+5w1XOTc2OzojmXQi\nkUgkEgPFoER2JcGxpMm2P7aVqiw3Xecoz2QVy6rqxN6dzND4d5a8fcUalsD9/HPOOSfMYqS8jXm9\nZ2aZLnmr9Z+VjbVvLmbOhVuvShblaeb35O+a18R1MOtnyZulXX4viqF1eQV73ZxNsee4yr6kMurx\n8Z2KUgqWlpakBiyyU6rjXd6yUUy+ygimxu+4PAX1eexL4uOY82f775zpbu/evSP3ZIbm4Lh7Z8y8\nchSvRhdlAmQoDZgjGpuAHs/ct3lOUHVSORhU3DN/I7iNOaNkrWlRa4b7+OR32JUVsn62up9vm03a\nzA6Z2ZvM7JNmdoOZPd7MDpvZO83sM+32/FnukUgkzg5yPCcSw8OsTPoVAP6olPIMM9sDYB+AnwLw\nrlLKS8zsGgDXAHjRuELMDHv27JGelYpJO1yiUV6LXVKMYjd8b/akZLbKkjd7YvLvKvuXM2leA9bP\nP/fcc0ckOc60xl7bbItiyVvl4Fbxk323rMlQzLtGlL1HefCr1XH4XsyM2VOTtRJqHfGuOilbM5/n\nUCutRW1wFrAp49mhPPQnZRXjYuhV/DKPU2Ub5fHp41ZlCvPjahzzeOZojdrbW41j9mhm2zIfZxt0\nxKAn9a539D0P0J7PXJbyTeFyePypqByHiuJQsforKytyTXLl+8R9g9eSYJv1tJh6NjCzAwC+HsBr\nAaCUslRKuQ/A0wC8vj3t9QCePlMNE4nEliPHcyIxTMzCpB8O4E4A/93MvhrABwG8AMAlpZTbAKCU\ncpuZXdx1sZldDeBqoJEqXcKsobzmlO2Vpa6uODUl/SlJXF2nMoUxk2bJ2yVql7h9JSrfsgRerw3r\nZbB0yF6I7OnqkrbHQfuW4yeV5B1lhOprQ63PGxdzWSPyDeDrWUPiYJs2P6uyUbLE7qz3+PHjsh+q\ndaa5Lkqqn8V+NQM2bTyfe+65WFhYGPE7UIied9zvrMWI/FocKl+BGr88vnl8+vhVTNoZd10uawbZ\na9v7mo9TH7f33HMPgPVoDI/OcI1YlFO/r21aoauNVawwv3tmlX3HM9uw+XoV4cNaHNZ2dfk5sP+J\nivCIxu9mZQ6cRa+2AODRAF5ZSnkUgONoVGG9UEq5tpTymFLKY3Z6GsREYhdg08azC4+JRGJ2zMKk\nbwZwcynl/e3+m9AM6jvM7LJW6r4MwJGooPn5eTzoQQ+SHpuRl6iKvXPU0ppiMX3BEp7K1esSNB/3\nrUvaLIHzGs8ugc/Pz69J4Zw1xyVtl6TvvPNOAOsSN+/zqlYqdrBvbm4HMydmlF2IbFf8brks5U3K\ndecYU8V+OX7a99n2tbKyMpKVjPN/cyYxZt4qFlRldttibNp49jj4voysj8+COj5pTCozKh6/rPHy\nfd76+GZbNOc74Otqz19mvOwr4kz57rvvBrA+flkT5rZozgyoVuibVlPD13W1vfIR4DKU970az8pP\nRkVKKPu5GotmJtcUVzn4+Z6+5fW8FxYWtid3dynldgA3mdkj2kNPBvAJAG8FcFV77CoAb5m6dolE\n4qwgx3MiMUzM6t39wwB+s/UEvRHAs9F8+N9oZs8B8HkA3x0VMj8/j4MHD0p74aQMjtlPKSW0zyjW\nyFISS4AuNbGtWWUeYhuViovmVWGWlpbWJG1elYptzS5x+5a9P3mt3b7MOZLAlT2Z30t9npK8I3al\nmHHXu6/B75WPswTv78PL8/ssLS2NMGdmRLzSFsdXOrgu28SkgU0az0DTfurd9WVy4/pl5C8RzR38\nTpxJ87jl8clbH8+sOeN3zJETZ86cGYlv5tXn2ObMPiRcZl8v7ghKm6Vin+v/o21kg+bxzPeOInii\n31UUz/z8/Mj3R+Xy5jXsVbSGz7OLi4szMemZPtKllL8B8JiOn548S7mJROLsI8dzIjE8DCLj2Pz8\nPA4dOiSZtIpXi7zu6hhZlo6UpK1W2nJwfCXn3r7gggs2bF3CZtuUipHk1Xy8PidPnlyTvJk5swTO\nNmpuV0Yk5UbSr2LQ4+zNfSVvPl+tnqUYsnpm5f3LEQS82lZXGar/8apu/Luy122Td/emosteqdhN\n5O3epfWKNF4qV7eKynDGzNEWKnOYyj7l8PHrY5C1LMePHx8Zx7z6nFq9ivuisv9Oikk1YfW2r9+Q\nqrMaz2pcRyvycf4LxaTr+3IkB6+kxszaj/M84MfrOWQW7dggPtILCwu44IILejsFcBJ9TnfpjcON\nDMQfabXwAqeXO3z4MID1j/Hll18OALjwwgsBjCYl4fL4vv4MnKKzXn5OqbX9XB/U3Gm4Q7LThFpm\njhE56ajUnl3qsr6DWiVB4HuqZAdsNoieSS1NyCFZpZRQzcgfaxUGFC1KsNNQT9qAbpe+wnbXxztS\n5fLH2Ps4p/H0cXzJJZds2PePNKuxeT7gd+8fYZWysx7DPJ6jhW34A6O2fQVe3ldb9SHtSr4zqfCt\n5vy+5/d1NlTldiUcUaZNdiBjQsf79fXb4jiWSCQSiURiazEYJn3RRReNsBYVeM7J1Vm9y4nmjx07\ntva/S6nMrDhBCKf1ZHU1q8WcUfs+X88sghez4GXmXPVVh134/5wOkNUxnOhdLcDBCQKmlbwVg1bp\nXLuYdBSKxckqVHIDh1It8/EoIQm3Tb0cKN+bzQos3bMmKFoWcafCmW5f9bVKuxgl1QFGzRJq2VZ2\nDOPxe9FFF23YZ/U2hwpxGCQnDho3jn3rY963HEIV9Y9oDDEmHcd8nOtRnzcpg1bJZxTzdUzq3KrS\nwXbNVePmq/ravv2zZtazmLCSSScSiUQiMVAMgkkvLi7i4osvlqn52LnKJRlnlMwsmVEfO3ZsJEk9\n22tdOuVkBZwgXzmQcBpBlgydOfNyc+705eEWLnF7AoO77rpr7dmYOXNSeYUoxalCX2lYSZzM6Ovz\n+yYxUXVSdXREKRAV61B20K4lEFnjwzYpxQw5nIvPj2z/Q4eZbUjgoBzsxjkiqXKBjW2vFr7gpCQ+\njt1XxEMlOSTS91nDopgza8B4HPN4rhMJcSgks0h+bkbfkMi+20gjpsZ7PZ5VnfuO50mZdN85LUrN\nW2sDVGpo/51DV6MEKrMimXQikUgkEgPFIJi026RVSk1n0mxX5CUWOcF8HfTPSes5ZSUvJcmMmkOm\nGFwue2pyKk62UTFz5oQGp06dkssmKhvwpN6e45IVdB3vy6DZBt7FpLkuvK+OK4as0oRGntMqzKXL\nX4I9iL0u/vwsaXu/rEMD6/1ZPECHhLm5uc4Fc5QNOtJ2cDufc845I2k8OfmISkailpJleyuzXJ8/\nWGvnNmelCesax15uNI7H2YC7tqqcWZl0lyaM9ycdz2qfj/M4Z61VlOxIld91PacO5XnLofxbIs3R\ntEgmnUgkEonEQDEIJu3JTNjuy4scOFxCYWnYpWSXgGp7g0oXx9Kql+mMict0OENmL22XtHkxC07x\nxzGSnNCAbeirq6sjTLWv5BsxanV9XwlcSdjj6tvXhhWxBdaIsBTLzxbZiZjlOlhTUq/0xM/PcecO\n9d64bJWAZadgYWEBhw8f7oyjBWKPXj/fxyBrsfbv3z+yAA3blH2fkwdxP+KFUzj3AvuOcOIgHs88\nzpUvDDDexlv/Hvl+9LUpb9Z47qrPrBoxte9Qz6Ri8BXGRQpE70M9v7pHzaRnyX2QTDqRSCQSiYFi\nEEzavUHZ25W3zjg4LpglHk7V54vQA7F0quwPfG+2SflykMq2zCk8OUaSmTnbK2v22VfCi2zFvN+X\nSXPb9LVd1RI/S/8KyqOcr+/K8gOMMurI81J5m3KM/urq6oj3J3scs/c3Z51zdsWe/zvdNr1nzx48\n5CEPCfsraxbY7s+e2z6uzzvvvBHfEV4S1q/he3gbe9v7++RFLnwc+/hmxuzncVw052jgLFVd2qRI\no6XGuYoN78u8HdH9+5TXdzzzPft69rMtmscz5zOI7uuo2a76nigfm6h9a0adTDqRSCQSiV2IQTDp\n1dVVHD9+fE36dLjU60yDpVOOdeZlI2vPT/bqVHYFtklyYnzfuu3Jt86knUH7cZe8OXabbWAql3gt\ntU3KnBWjVZK3Ko/romxhfbxAfdvXZuWI2ADbpPnefb1BOfMcxzDXSfT9Gmdl3re8/3FZXBf2ufCy\nvbydij179uChD31oyPR4y8tH+pZ9TxYXF0e0ZXwPB3vWs3e2+46wJoy9s51JO4Pm6A1erpRj43ms\n1OwzsoVGXt+qPfvapB0Rk59kPEdQc4iDNZqRd7c6vy+6cvuzb5Nqb8e4eXjS9tlQ7tRXJhKJRCKR\n2FIMgkkvLS3h5ptvHvG05IxivuXFzl1y4YxldbawyFalVtri1ahcAmcvT97n69imzbYUZgBd9rq+\nknbkZd2XSUc2LMWkI0m8Lk/ZgCe1LSktgvcplnqV3ZfbnftkHXvPXtgcG8xZ7Njm6vCyWRuwU7G4\nuIgrrrhipJ/5czP7jTQ9XeUwy/Fxy8yWxyFrwJwxHzlyBEB3jm0AI7n//Z2xpoUxboxOO46VBkK1\nZ8Sg+3qHTzKe+zLHyLubbc9KQ6Zs1Upj1lV3tZQqR1+oDI6cJ0Ex7kmRTDqRSCQSiYFiEEz61KlT\n+PSnPz1ie+ZVrjhrGNsjlFfonj171mxYbB9kiZzzYnsdOA7a99lOziyf2ZbKBa0yYvWRvBWDVQy5\nL5PmOjj62qbH2cQm9Xac1AuUpVpH5NXN9eIczrWvAse+cu7tOkNW1z3Yfqli+XcaFhcXN6xqp/oF\n90OlVXF4258+fXptvHBcs49H9rp2huy2ZWfQftyZtWvE2IeEfVTYJhp5svdh0tE4Vscj23RfJj3L\neI6Yc6Qhi+zkUTsrm7QaS13slsdxtLqVn8ft779zdMe0SCadSCQSicRAMRgm/YlPfGKEQTM75XV6\nlXckH++K41NSO7Mal9A5VpuzykQZsRRzjLIG1ccj25SK64u8aVV8ZST18n5k03LMEjPYF1Hs56Sx\nol3SMfsvcF9gVu99ydub+xhnOdvJWFhYGOlnKuacn5t/Z7+AkydPrrV5vdJdvVVe2ew7wv4u/C54\nzhnnrV2jDzuNxnE0fhWTjnJ9cx1VnSPtwCRMWiGqk4PbJMowpqJl+D71luOkWWui1kH383hc+3Zx\ncTHXk04kEolEYjdiEEz69OnT+OxnPzuSBYhtAcpLWdmX61zIzHwZ6neVR5mlS5WXWdnbppGi+0rW\n0zJqlVFHIWILkQd21zkKk66Bzfus2WCJnPuW8hL1vrm4uDhia+KYei/Tr+HIAs5M5Fu10tpOQSkF\nS0tL0luW/T9URkH2qK+zeTGDdobszJmjMFSufV5ZTtkfp2WdSjPTFa3Rd3z3HcfKJq3Qdzz39Q/p\ng77RHFzHyBY9KWpNpWLUyneEtbB+nWvdlpeXZ8oimEw6kUgkEomBYhBMenl5GUeOHBmRVFhC5AxN\nSmJ01NILS8pqDVuGKlvZgbrs4V1Q9vNxUjWzvL5MeVKmHdmkHZFEHdnExqHvalXR+UryjuIn+TyO\nHNi3b9+IfwLHU7J90xm234NzUnt8v6/gtFOxsrKC+++/f4M3NjDKmH2fY5p5nz2t6+yEbIvm3Nm+\nVfbFiCWqiIdp7cn1733H4awMe1YmHY3vrjI2G5GGTGUeY22VKtfMRspQ716ti+59jCNBFhYWkkkn\nEolEIrEbMQgmXUpZk7ZrsKTJqwhxzDOjlnQiJt13VSTFlCN77qQ2rS6mPqlNuS/TVvGQfaXiSb1I\ngZgJKwl4UoYdxV2q+EvFqJz17tu3b8RfwfuwWouabVbef/09OYO++OKLxz7j0LG0tISbbrpprT18\nq3IPsL24D6PmzF9sY+6bCSyKCVZ9Wo3/KOa5HpPjfuu6NtKIRRrGSVhln+0kUNm5Jh3fk3rR953f\naw91NRdwHZWXN99rfn4+mXQikUgkErsRg2DSZrYhn7FizrzyDWd0UTbp1dVV6b2tJLlJM1NFzFkd\nV5I8S8e1N3Ekac+awcihNBTqmSKJO2rbcedG68X2fW/8u2JMyrPd+9zevXvHenMCozZYL7te5xwA\nDh48CAC48MILAQCXXHJJ5713CpxJc+wxM2iOdebz2Mu7tnGzJziPa8V8lRZKxdH39XiONGFdbLmv\nRmxSX5O+2gCFKPa7C301Y32vV+M1eh+q3D7zuXqXUZns7c37Z86cSSadSCQSicRuxGCY9N69e+Wq\nN/U6svXxSPqtpacoZpOP97XbTIvIJtZH8o6yafVl1uOynI1DxJz5Pfh+rdlQ70XZlHjlMyWhTupr\noMBtUfdNjmf2c5TXJ9u1Dx06BAC46KKLAKzbop1R71QsLS3hxhtvlLZmtjkzU+a11rvyZUcakb7M\nVo2Jvn1bjbVJmPS0GrG+sdnTendHx/toxiJN5STatXHnzWqTrpm0Q2lHlZbP9zmaYRYWDczIpM3s\nR8zs42b2MTP7bTPba2YPM7P3m9lnzOx3zGzPTDVMJBJnBTmeE4nhYWombWYPBvB8AF9WSjlpZm8E\n8EwATwXwslLKdWb2KgDPAfDKcWXNzc11MmlmzlE8b1+7cI1JvQ4n9XSM7DqRFDxO8p5129fe1ley\njuzwXUyIbYlKAub3obL+KPT1ImXpWMVddtmwOJZaMSRfX5pt0YcPHwaAtbXPzyY2czwvLS3h1ltv\nlfmw2dvbt9FYrMdgXzus8phWzFnNIX1t1JGducu7O/LKjuq+VUx6Es2Yo+tddR2flEmr8yLbdYT6\nWZUm1sd1pEmYVUugMKtNegHAuWa2AGAfgNsAPAnAm9rfXw/g6TPeI5FInB3keE4kBoapmXQp5RYz\neymAzwM4CeCPAXwQwH2lFA8gvRnAg7uuN7OrAVwNNDa6vXv3Ts2cldTU9XskDSkbtbo+8oSMto4+\ndqjI7qak+1mZdVT3vvGEdVurtZMjG3Nfu5g6T13HNm6/PooGqOHvjKMR3Ivb950pHzhwAABw/vnn\nA1iPk57V32EabPZ4vuOOO0aYs29VfmxlZ+5ijH3ZZPR7X/bIdZrGp4S3W6UJm3T8TqoZc3T5/IzT\nfoz7ncedYsjqfn21BYyub4Oqg8q5r55N3WdSTM2kzex8AE8D8DAAlwM4D8BTOk7tbOVSyrWllMeU\nUh5Th18lEomzj80czy6kJBKJ2TGLd/c3AvhcKeVOADCz6wF8LYBDZrbQSt9XALg1Ksis27tb5U6N\n7EZ8fNw5ilH18QYcV+6kdt9Iau5i0pHkq+xtk7ZfxP7V/R1dUrNiUcqjPGLpjIjdO6L1Zrk+Xfdl\n2yEzZmfIzKDdNu2/+/Xu9XyWsWnjeWVlBUePHpWr2akxpzRm47RKil1GkQuT9vlJtVR9Ypujss62\nRiz6fZxfR1+tSF977WZ5fTPUHNV1PGLnLIwqbd+4MvpgFpv05wE8zsz2WVODJwP4BID3AHhGe85V\nAN4ywz0SicTZQY7nRGKAmMUm/X4zexOADwE4A+DDAK4F8IcArjOzn2uPvTYqa25uDuecc45c5Smy\nPTv6SCvMjCIbqCpbsdSIMU8rmdd2uL7tMK0tuS+DVtdxTtuuVWP4N742wmZ5TjIDiO5f/+7908EM\n2r239+/fD2CdMfuWV8FyBu1rIJ9NbOZ4LqXJxa/sjSrPQd99M+vNNme12/Yd39PEPPedI6Zlzo5Z\n5wMup8tPI9JsReMqYq2RZjPCZjBo/nbw+FfX15qfaTBTMpNSyk8D+Gk6fCOAx85SbiKROPvI8ZxI\nDA+DyTi2Z8+eEZu0khgZEZsyMyld9mVkfaVc9bujb25gtq11sQdHJGVOKjFzuepZGNE6q/VWrU7E\ndm5lB1O2r4hFRN6nzOgV26lXJXNG7Ftnym57dibtDNvP8+u9XY4ePQoAOHLkCHYySilYXV1dazPO\nsT/pKk9d70D14SgCZFrm3NdeHMU0dzFpR9/xGrFOLi8qPzruGBchEfl6sE2af+9rB2fMYuvl8iO2\n3Vcj0dWXZmHSs9ikE4lEIpFIbCEGw6Rrm3Tkmeno66nbJbUqTBoXHTHlvl7gfZi4ksb62nH7SnPK\nS9HvE0nFXcy53q6srITxjUqCZttxJLGrZ47iqyNGVXvnupcnZxJzBu3HnUF7Gd4enpHLGfQtt9zS\nWeedAjObaP1zxTrVGKuZdH1s3DYatxFT7tJsjat7dLzW7k3L4LjufRkxH498U9SYq7fqNy6D69x3\ndTtV975ahT6+K0q7pu7NfYgzkyWTTiQSiURil2MQTHpubmPubhUfrRDZlWuJaFKJqy+TVtLopDbo\ncdcptslSqZJa+Zki6ZWZMt+Hfx9ng65/r9tYxVqrZ+Vn7JvhiPcdUZw177u0PDc3N5Jj3m3OvvVM\nY86kvQ7eHseOHQMA3HPPPQDWGfRNN93UWaedArPGxyTKuhUx6D5jpS+rjDRWEUNWx2fdjsOkts9o\nPE/LPiMm3RWtofxZ+tqiuQ4KkRZhkvKieU+1f5/fZ7GdJ5NOJBKJRGKgGBSTntQW3Td7TVcZk6Kv\nZN7X9qXK5fO6mHTEBhWLjMDlunTMdiVub2bKnrOZvbxryVTZ+vi4km4Vo+Z2V20QZTzzZ+JIg3pt\nc2fQvvV4ZxXf7+3gNmiPh77tttsArDPpm2++GTsZZobFxUUZrTFpNrBxNtbIBh3FFk/KfKNxPqkN\nG5jcg7kva1SI7qfmFx7P9bhWWjwuq2/0RlRXnpMm1RJ0lR/Zzfuy9j5a0EmQTDqRSCQSiYFiEEza\nrMndraRPhb7SW5+y+iKSsNUz9PXk5P0+9nRl95mWQUfZg/raotkGXdcn8n7le/Vl1I6oD3k5Kl7b\nwW3prHn//v3S1upleu5qv9ZXgfJ1lt0WfccddwBY9+6+6667xtZp6GAmPem6x3U5Xce7fos0M32Z\nccR8J2XUSpNWP9O0uRoi9GWl/DuPJZX3oD6uNFqRFlRpzKLoiyiHQ18tYlebRL44kTa0qw2SSScS\niUQisQsxCCY9N9fk7o7st4ox97FNb9YqKUpyUzbVSW0lfSQuJbFFnswRIg/qKCe3S9h8fRfb8GPK\nXhm9W763Yg0Rk1ZSsz8L29e9fueee+6a97bfgzUJfu2JEycAjDLpe++9FwBw3333AVj39t6mVbA2\nDc6kWcMQaZnq66Pjalz1jVOelklP65PSVd/NzqYXIWKlavxHTLpe1U7VNaoLH++bGVBdp+ZAEDA1\ntAAAIABJREFUVa86Q17EoPsyascsMdLAQD7SZk3IhlJ7OfqqPtV10bGue6sGn3RQ9sUkL1Q5jEWI\nJgfl8KUcR/g8rg9PoAsLCxscsIDR5+aPb5+ECl3PFr2HSMDzDy1/rBcWFtZCq/wZ2CHM933rH19e\nSMN/r8veyTAzzM/PhyrnaKyNE3QjM1Nfdbf6iEfjWamz+wrrgHbQYqdHbo8IkcCqPs6OaJzzeO9a\ntnXajyXXedKPdbQ/jrhM+nGe9GM9LVLdnUgkEonEQDEIkd2ZdF8oFeU4VjRtEotIbR1J2pNKU30Y\n/qRsUV0XqbdYraX2GcwynBn6Oz7nnHPW2Kf/5nXvqxVRde4rcSt4ndn5y9muq65Pnjy5toCGh175\nPf0cL8PV2F6Gq72dUft13hauRt/JqJfn6+tEGY21LnNJXzX3rA5lfc1Yfc8vpUjWuVlQc16kKo7m\ngS7tVaQdmVZLqtg+h0yqBXG4HuMYfV+HMbU/7pswy7tNJp1IJBKJxEAxaCbd1y7RR/piCUrZfmeR\n7sf9rjCpc1eNviFXfR3KIkY9Lr1nXb6zFWfLNYP2LTuMcV15n0OmlBNbFLoRMR4Gp/D08/fs2bP2\nXGxD9n2vA9u1nZ172V6mt48vdblT4TbjSdN89vX/qJn0pDbmSY9PqinrOw90MbhZmXQ0diJWGjHp\nyP+jRt93PakDGUMlM3GwlrWPjZrboa+f0rg6zTTPT31lIpFIJBKJLcVgmLSzLkBLdkrC4eNcTleZ\nfepUb/m4I5K8Z0VXfWf1mOT9cYnzu/bVfTlNpjNNX6LRmWKd6MKh3mmfd9t1fl/vfcWgOMUp25FP\nnjy5Znv2rXt7O5yBRFoV1jz4Ah07GXNzc73ZVF/tVP2u+jLoSb27J9WQRfMBo2vsRqxyUkRRMFF0\njBr/ahnK+ln7vks+vy+j5uPqPtNGvoyDskU7Zg21UkgmnUgkEonEQDEYJr2wsCAlPPb85f3I5rq6\nutrLFsF16oJKuHI2bdGqTpH3Ju8rDUXEWllq5SUbnTEzk/b92vM3qoOS/vtqRpSkzSkra01OfZ6z\nCWbNt99+O26//XYA6wtkXHDBBQCw5vXtdXNGrerq92KP952M2qN1WgY9jiVvNpOeJAlJva2fd9zx\nrvbpqwmbdq5QY0r5d0RMmsfcOK1B33br6y8zrZe3Q9mmx83TkR08Yu1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gPon0njs2Vs/l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\nWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2b80ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = OpticalDistortion(p=1, distort_limit=2, shift_limit=0.5)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_optical = augmented['image']\n",
    "mask_optical = augmented['mask']\n",
    "\n",
    "visualize(image_optical, mask_optical, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RandomSizedCrop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One may combine [RandomCrop](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.RandomCrop) and [RandomScale](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.RandomScale) but there is a transformation [RandomSizedCrop](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.RandomSizedCrop) that allows to combine them into one transformation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iua382GoOUeNJsUaVTZHLU/43fB/lEc9sty6XvbW5n9nfQuXK51hwHmMte3ir\nTmqu4+P13MZ1Zw0kfyNUhjKOnz58+LD0oxqC0Xyk64+TCl9Sjg4qAQmrSIGtB8DOOhyGxB9rB78k\nnBKToV4Kfkn5dzWA63uq5AJKLeZgwUGlt+PwsMjhh/tfLSs37Vrul0hFr9RZKmSLF+jghP5qwXsO\n0arbwkv38TvlyUv8I81qcXYkY5PIfoOZYXFxUY4dJfiqVI8tte9Qxy71cWWBQIViqblFQSU54W0p\nk2lBI8c45WylFoJQZgOlMlZCAPcJj00znQhEOWKyEK6cXrntKgyNzxuajrluq+oHnyNYwGCBYprZ\nUJnThiDV3YlEIpFIjBSjYNLAdvVYJDEqVdS0JcZYfeJSjmI/kbSpnK5YMleLjzuY+akkALV6TKmQ\nfMtsT7EOVgWqcAZmHX6dq3WVROlg6blefIHrws+J0wSy44lK6O9slJ8HM2c/T7VZqe1WV1elao+3\nfk9P2OJtdAbNqvmDoO6u3wF+r1RI5SwMUIVlKebL40oxM2X2aDHhFoaGndXtVimGVRlR2s+h2r9o\nbmOo+bl1TD0HlXpY3UtpJlQfcF+oRUFaWgu+J5/Lc5FaKMZRz+3JpBOJRCKROIAYBZNeXFzEpZde\nOsHU1NKIsy7K3ZLq2W7AtkpmVMo+o5aFY+eCSGL08zhZh8Od6+q6soODMzXfstTKbXYwi1VhKkqz\nwc+L6871WFlZkYyFma/yEWBJWNWFQ+aGOvop25bbjVtlOmP258NbDkvhpStbPhT7FQsLCyF7iRzF\nHC3WHL0/0XKNPC6VzZLL5zpFdVXXt6CcoqJtlPpy1nAxrjOPyVZbZtVocBsjDcRQLQNryHiOZO1F\nyxdKzUHqWqU1ref2eRzHkkknEolEIjFSjIZJnzx5cuK4khh5SUBmcC2PvyiYnBmtg0M62B6hFtBg\n9sCe0mzj5LYyA6ht0szuvQxfsMEZnUoIMmvoS8QCuO+U53a95f5Q4V0qAQNrRJRNisF9xmEWUfKD\nuq3Kv4CleJa8+d7KO3+/wr191aITrFlRTM/Bx6eFQylbp3pPIvu3YszR+WqMRX4igJ7vIu937ldH\ntM/35fNUG4bcg+cGZccdageP/JCY1TKTnpb+V72vPC65LOUxPiRkcAiSSScSiUQiMVKMhkmfOHFC\nekIrT+oo4UAtySgJim3RarFxhvLM5IB3rgvXVcXn8kLidSw5L0bBbWOPdY4ZVt6fio0qr05eqlKl\nb20tns5lTbOyAAAgAElEQVTPYeiyeMwW3CNaecezZyYvbMLe/Hy9Yi2tWF32oXBwsglvo6dK5DhM\nr+N+xcLCAo4ePTrxTFXiEMVCGfV7GMVSR1oipbGa1fbMc5Uazzwv1JoxxSajpC4RS1fzo0qpG3my\nT0ssopi0Go+qLDVPRrHIrBnh+7BndmveUd8f9WxVYpzWt2EeP5Nk0olEIpFIjBSjYNJuw4q8i5XX\nokOxnzqFI7NNXtCB7YUR2OasYosVq2Q7Mbe9tsEy+3QG5nXgspQ0ynVXkjzb+lmK5XLUMnEc07yx\nsTE4Tp2lfBUvzYyapVnWPihbtPJr4DZubGxM9C8zaWVDdLjtmln+QWDSl1xyiWQckd1WsbL6/VM+\nIKoM5T2sbNUKai7i95aZNM8vLTulGq8qokHZTJU9XtmJI0bNY5E1adNs1NH45X6MNFrKS5/HnIO/\nFSriZX19PbRFK98RxbxrreDQtLIt7JhJm9lHmdnvmtmtZvZXZvaC/vgVZvYWM3t/v718x7VLJBIX\nBTmeE4lxYh4mvQbg20sp7zSzywC8w8zeAuDrAby1lPJiM7sRwI0AXjStoI2NDSwvL09IZErq2qwA\nLR85zT6h7Dgce+zMmm2WDq4DM2i207LHLydfV/YjRy0ZKvutn+MLNTirZLt6ZHtS+bPZgzLy3FRa\ng1qaVJ6kDD+P28oM2e27zGqV7wCXPy22HpiUkldWVmS+YhUvzu83L8jB3t8XGbs2ns0MR44ckQu4\nRAu1KO1GXR57+fP7MS2mtwV+ZyONisrixWOTfSDq5Q8VS1Qx3CoeeqhN2hHZd/k81gpyeWtra+E9\nuUyuOzNcNT8oz3e1FLGD8yXw+1O/Uw7WiqicF9xPLS1LlAtgGnZ8ZSnlzlLKO/v/zwC4FcDjADwL\nwGv7014L4Nk7rl0ikbgoyPGcSIwTu2KTNrPHA/hUAG8D8OhSyp1AN/DN7Oro+lLKNiatMrgoW4vK\nQdvKNFbfs94qD2nOFjVtFZUWWDplRB6Y9fXsEc4SnLKRKqlWSeAqJ7DKVKbYqMK0mEG+p7Idsz3M\ns3apmHm2j6s+UcvxcRsPHz4sM+PxPbnu3M9K67JXmHc8MyIvZe4n7q9WVIeymzqYrav42SiL16xe\n5Fw+a+h4qdT6XopBR57qjFk9idW4jd7jus/Uan98TRQ/zvdSdYxW/lLvwzTve2VHVwya3xmlCV5a\nWtobJu0ws0sB/CKAF5ZSHprhuhvM7O1m9nZ/gROJxN5iN8azmx4SicT8mItJm9khdAP6Z0opb+wP\nf8TMHtNL3Y8BcLp1bSnlJgA3AcBjH/vYsrGxITMxKamMbVzKLmxm0ouQoSRrFbvJ7MfvySsaKa9u\nzwV97NixbVsvr7aRKQ917zdmaJyRTWVTU2soO5Tdh+OvGdNW91FrMPM9/RqV05y9Nzk23Lfe36x9\ncfBzVpEE9XsReXU7lNenYhHzSN3zYDfH88rKSugVW107db+lSVPxtqoMZnKR567KXMdzkYoKUd7d\n9VaxSwUeR0PXYFYsU/kCqJhy5VuwuLgo+5Hn7MhHhJ8j7yv/GKV14G+CWt+6VVZkX1dRMXx9Hbm0\nE8zj3W0AXg3g1lLKj1Q//TKA6/r/rwPw5h3XLpFIXBTkeE4kxol5mPTTAXwtgL80sz/rj303gBcD\neL2ZXQ/ggwC+KiqolG6FJ2dVbl/k2EMH2wqYPbWYn7ItMVPje3iZ0drKfh57cXOd2IPambR7Zvu2\ntR4ye/96GbwqluonZvUs3SpmzeVFTE/Zuut9bgvXXdmclL8Cx276O+Rgr3ouz8ESt7LzLy0tTeRE\nVxoLJc3zc4uY1AXGro7nlZWVifdoaDa/aeUC3TNXWomhnsz+jJTfC2tFmGWpfOyc2UqxshaziuJ0\nGYrhKn8MfueVVsHB5bFWofaYjlabUn5DDtYqsM9ANEa4XKXhUPny6/ZFkQHK9sxtqfttHia94490\nKeUPAKg7P2On5SYSiYuPHM+JxDgxioxjGxsbOH/+/Gasq6+z60zDEa14pJj04uLixG8u2TCz8n23\nKbdsFzWYpXLmq8gDmm3SzqTZhrq+vj4hXTpYK8D7Sopne61D2dWUbVHZEKfZhVS/sl2dPaYVY/Hy\nvM0sOftzYU0H35fbzrby+nnyM+Z3gO3cnPUsijDYr/C8B8oeqzIJDinXr1f5wNU4460/O8XwOA99\nxKS5jTwGea3wegxPiwdv/a5yKagY7yijmEOxW55PW/H/XGfWRKncDpG9XK3k11olsL4uskHze1NH\nDKh4cKXhYOat3rmdYm88VBKJRCKRSIQYDZM+c+bMJpN2eyJ7LXMWKSWJt7zCFQtXnrjKtqJi5djD\nV3khqjjoITHHXjfVFlU3tdaqignlfbYbqzzlDmXzqmNHle3OwRmCHCyR1xmcWm1gu7yzXNdgMFPn\nNnLba18CxcL4ntyf7BXvv/u9ovzR+wG1nVKtPBa9P3VZwPaxqCIHVPa3Vt6BGopdKlu3Wq2NNUN8\n/5rJqfE6NFOY0iiq9ae5vCjWWGkj+Lw6xpihvK+jKA0+7u+Qa6G4DuxxHuXYaGkjInbvUIx6Wsz9\nnnh3JxKJRCKRuLAYhcjuNiwlFatMN8pWw5LMoUOHJuyGyhO3zhIDTDKpKEMO219bmarq/ShzUd1H\nkR0u8sbkNqq4c+5Plk5ZqlX1ckzzZGW25f3g/cS2QRXHXK8uNK2t/tzZF0DZ5dk71Otx/vz5TWbI\n8ehs62f2xu9va5Ww/Q6P2AC0diLKh1CXVR+v815HWaFm9ZiPWKSDxzVHJ0RjYWFhQTJlhtIY8jwZ\nacTU/Dg029o0qLYoOzszZzVuue2sbeJ5le/PfeRoMeuhqwWqfAYqU2PapBOJRCKROKAYBZM2s21x\npyqG0RFJgC1JJlqxKMoNzV6CSlJWtg9nWyxB+v1dQlR5cmsmzWyd2YSS9JgRs5etknqZASkmrbyS\nW9mb/JiXwbZlv4f3G2ccU17h3Ea2f/r1norW/R/YRu3g515rVrxM9kNwqFXBeA1sv7eyHe5XqBzU\nUcYrFUlRv6c85lmLocY7PwNnYLwiGXsR87NlTRBrfJTnb63dizKGKY9zNcdEnu0O5QXO28ibua6n\nyl2uVuJTbVTe4FEkhLLDc1vZP8dRe3dz3ZRmR2lwW/4QaZNOJBKJROIAYhRMemFhAceOHZuQWFR+\n3aGSZItRqpzMfi9nSs6wmHGx7VRJWyxVRZ6/LGm1bCiKYUTenMxUHCz1cnl8nopzjbIMKW/UGhxL\n7GU4s2GbskP1M3tOK1bCsfgO5Tlf96XSqqjMUcxwvG2cZe4geHcDmmGw38es5SwsLExozRTzVfHR\nHNPOTFpFXSg/Ddaq8LvR8rfhe6i5QGVXi7J3KZv00H5vZQps1a+em9iHR2Uxi3wK1JzlUP4O7N/B\nfat8FMxMjtuhcerTvO6TSScSiUQicQAxCpF9YWEBj3rUo0IbTGsNUGDShtKKfWa2qCRezgrFNlOV\nT1zF+UYxw16e8jKvEcVJsv1F5cFVHqxKY6HsRlGMIvdtzX78Wu5PXofXj6u1mxVjUraxSAvDx7lv\n6+ei+kfFzqq4SsXy9jMWFhakx7Ujim2dlsEpskFHNkpmzrzljH9RxjGOUvD7qFjw2rtb+dKobFpq\nTolySA/11lZMfZpvgeoPFZkzNPsZ14UZMfuaqHEbZRED9Pyn5ku133oXZ/GUZySTTiQSiURipBgN\nkz5y5IjMiDWrJ7XKUlVfo+yIbF9lyUzdQ7FLJR1HdqcWa2XJjVd2YuaipFlmbizdKslcedEzU+a+\nYC1FCxHr5P7mPvDznCGxFmFovCx73SuGXrMH5bGv3ltnW56j3v0dWlnm9iM8WkONBX9mSjMWxQPX\n9lxl140iQCKbtGLSyouZc7zXfdFqW21XH5rvgaFWF4vmOEaUUYvn5ZavUOSN7YhisdnvRWmlIi0g\nvx9q7YZpTHqoh7rKfla/r2mTTiQSiUTiAGIUTBropA+2YfI+Z5VS3s4t+6KS8Nju4/ucRYrjnBWi\nPLlDs9G0tAQqDo+ZtPLiVp6VLJWynUdJ5JG9j+/v962zdSmmErEIZc9VHqgtP4XWPtdVMbM6Jlyd\no/wPHCon+n6HmeHw4cMyDlox6CjPcj2GFINWsccq85/KDqeYOWtN2GciiqSo2zQ0Lj6KZ1bjl++t\n+nlWJt2yPyvWyWVHK0Qxgx66tj2Xp3xYpvkaKLs6a+P4HjznqCyJO0Uy6UQikUgkRopRMOlSCs6f\nPz+R3SmyTziiOLZWNhkGS16RDVN5PDtUbKHKYMTl1nUHtnvLRqvSDJW8VZ8M9Srl89mTUsVbLy8v\nbz5bt8eqVYvUamUO1SaWoFXGMpVDnN+1Futgdsb3ZO2Aaw/Uc/SY/EhbM3Y4k3bwezOUSU/T+Mw6\nBhTjUnbhui2t/aH3UfNAzaQjLY9Dna+0BuodH/Ju1/tq/LfWh4+0IkqjyG1nzZZaf17NZUrryBrS\n+vmrflJZ5bwM/r1lH5+HTSeTTiQSiURipBgFk97Y2MC5c+ek1MQ2AZUJxjGNSUfbyONSsU+WRjn+\nV5Vf90F9fosZKI9IxUjUur3KRqgyvEW2GpYSoxjW2kfAPb6V9/ZQ7UFUB5egneHxc+KMUbwGsm/Z\n3lfXxcG2K+4Hr4uvwHXixIltfbHfbdMereHg941tp8ozWGnM6lzRUR5ltXrVtJjfeqsiTSKPdL4f\nt6GOk2YM1VypsiM2ymu5R9m9ojmv/j/yjFYRIdy/EXtX/R5pMHktALZRt9qg1kpgO7f3L/sILS0t\nzaUdSyadSCQSicRIMQomDXSST2TbZKkqil+ryx5yrFWGytKl7EhqNRx1ncol7qiZd5STm+Oj1bq9\naqskcFUeMz6VJ5mZ47FjxzZXfvJY4bNnz24rS3lnKu9bFQnAsblKs8Fg2zXHwdasg/uDpXf2HOaY\nXAdL7PsZdb+quHk1nhVLHRJrGmVx4+eu1n13MLtUns685fq0mD57iKv+UH4qyh+DowVUVrSo7ny/\naREXrKHgOvBx5YPiiLKeKa2gaou3wbVVLUatvjPKy1tpDVorcyWTTiQSiUTiAGIUTHphYWGTZdWI\nbKzK468ldbE0qHLKKkbLkqKCyrAzNFetoxXbrGxHLKWybZP7bWiObpWLO4qJZI0Ir9l7/PhxnDp1\nCgDw0EMPAQAefPBBAFve3pzTXOVa9nu6zVh5ZzOLi7xKuS0tPwBlQ2WbtLfftQe+VbG688ZVjgXq\nfeLxy+uUM2NpeR9Pi4IAJjUnDpXxSrF9ZcOe1SOd71+Pf6UZVPbviEkP9SGJfAIY07KFsVZA3cPh\n77zf05+X6m81fzsixu2YpsVhj+9orldsnbWntef4TpBMOpFIJBKJkWI0TNrX1K3BDJE9bSNptsWk\n63sCk9IQM1jO2a2g4gGHxiarutesg6VMjsV0JsIreCmJOfKSj2xjyiOT7bfeh/X6yf6/M+ozZ84A\nAB544AEAW8yaJW2/ztmoszGuC78j3KYoFzu3qcWkmRHyNbxy1jRm2LrHfkUpBWtra9I+qTzn2YNe\n9VP9rJQ3t2KbXBf17qsojFYdaqj7thi7eueUli3yaOdyIht/pEFT91Mx5q2yWAsaxT1zjgHll6QQ\n+T9wPWutg5qzldaNMY21R/WehoMxKyQSiUQicQAxCibNGYocbB9m6ZeZZMQMAR1rraTF1go8rbKV\nt7Bi0Mwyouw+Gxtbqy6xRyRLq8ykWWodGnep+krl22b7MNvE/felpaXN2ODjx48D2GLUzqTvu+8+\nAFsM2+/BdlwHS+Ach83PUdkWGcq2VR9jGyDD68Tsnj3HeVWy/YpSCpaXl2W0gdqyz4NiH/VxNb6G\nepArb2DFah1RXLbKcFaPmUi7p+4xlBEru71qA7dd5Vdo5apnz/IoVpvbyPMrz7Mqm1q0Jrli0tM0\nnOqZ8nyr2Dnvz8OigWTSiUQikUiMFqNg0m7DYkTx0GrL502zmbDUpOJy3RbKEt6s0itLqXyc7Zt1\nWzj2V6284+xRxUnXZdblcF1UX0X2c7Yt+n1qJsm2ZWfWl112GYAthn3vvfcC2GLUSuMxdHUxBeXx\n7mjZ8yOPTaU94ThVf14cO7pfUUrB6urqxHsRrWjEz0wxk7pfo5zcyibMZSpvYcU2Vf6EiBE6NjY2\nZARCZAuNMrM5Irav7MdDGXYLQ2PfucwoU5g6XzF29TwZdVv5GaoIgCFaz1ZbdorRfKTPnz8/eACp\nl3jahzJSOaiwIf+IcBo5VvWql8OhPnzqZWYVcX1P5dTi57KDDk8G6uPM6jTlwKNC41jdzslOfAGJ\njY2NCWcy/0hffvnlALY+1v773XffDWArZEsJHvyh8zZ5OZxgn/udBRv1nFrPhftTpXFVAhkn4Niv\nKKVb9m+og5wyXykhsf5fqUOV+lmFXEWqS74vt0UtkaiE+rp/eFyq/mEVsQovjNSuqi/UEozc/2ze\nqU1xkdlhKKIEKkNV/IxpJhRF3FrLWgLDzaxm8QJP0zC3utvMFs3sXWb2q/3+E8zsbWb2fjP7eTOb\nNDYnEolRIsdzIjEu7AaTfgGAWwEc7/d/CMBLSyk3m9krAVwP4BXTCtjY2MD58+dDlZSDJR0+ryVV\nKQcxTn7AjFkdZ+k1WiRAtUFJZS2GHalVHJGqibUFLMlzKJVKLxglS1D3rf/3JDau3r700ksBbDFr\nVs1xmBmzUQ5PY3MFM2nWOrA2QiVsqe/Bv0VqSwdrTdj5Zo8w93gGpmuAVPrFSH1bY5pz6LR7DlV/\nD71vpG5XC0iUUmRdosRHUeKlaRqIaW3g6xmKua+srGyOHy5b3TsKSY00JYxp6VdbbXDU71zkWBtp\nXaZpa/aMSZvZtQC+CMCr+n0D8LkA3tCf8loAz57nHolE4uIgx3MiMT7My6RfBuA7AVzW758C8EAp\nxanA7QAeFxXijmO8sIaSypSNS9klWpK5skGr5RXVIuWKoSs7BbMFlrjZFlrbSlUyiIit89bbyGFN\nLKF7+RzS5Vt1f7UYhmNtbW0zWcnp06cBbDFoT2rjzJeXc/Tr3DatNBiKDSibJUu6ypGsZkZcVtT/\nfJxtsPz7HmBXxrNjqP1XYdqzVONJ1UH5BwxFxJyjdKNcTotd8T1UIh1ls1cJmiKn1oiF8vvdWkKY\nx6Gyc0eahqHMmuvI8zSn+HRM01iqUNVZQ9xaWpw9YdJm9sUATpdS3lEfbpzaHJFmdoOZvd3M3u75\nmhOJxN4gx3MiMU7Mw6SfDuBLzewLARxFZ8N6GYCTZrbUS9/XAvhw6+JSyk0AbgKAa665piwuLkop\nq3Httv0oBGHabyyJsQQ2VMLj81naYgmTj7MnNHsbP/LII5sM1idBXoyCbb8qnEz1gbKz88Id7qXt\ny0yyJO+s1+2/7iHfCkfxMu66665t53pZbqtWXtq1x3hry2kgVbpQZRdUiVzqBA4caqRsgoqNqedy\nkbGr47luQ8QqeX+InXho2EvEFqMwJKUlicI/1bivmZtK/BElYonCkIYmblEaOJ5/FQuu2xyFkDoi\nTURkn4/GFtdZLdzRSkTk10RLfUYe65G/xKzYMZMupXxXKeXaUsrjATwHwO+UUr4awO8C+Mr+tOsA\nvHnuWiYSiQuKHM+JxDhxIeKkXwTgZjP7AQDvAvDq6IKFhQVccsklE9IVp3p0KOk38oqsr3EMtTUp\nD0u172B2y9oBtcCHs9azZ88C6Bin/+9bZ5HsDczLOXKilihmNPLAVNKst9Htyx7zfPLkSQBbUu3a\n2tomo/Uy3NZ8xx13ANjqN08XyhIxL9ru/cXvhEvDrIL169guzMtL8vNqaXmi9LWOyA4+Usw8nh3R\nmFHvXcRESikTjNehmHDE0iPNSlRnLk9pzmoNT7TwjWLGEcOOlqpUXszKFh1p5paWljbfaV4ylufm\nyAs+mn8Vi43apGzT9XOM5rshS6i26rCxsTFznHiNXflIl1J+D8Dv9f/fBuBpu1FuIpG4+MjxnEiM\nB6PIOLawsIBLL700tIEoe26rPIUoXRx7QEd1UeyTwZI1s19mfLx040MPPbTJnH3LnuBcZ2bQzLD5\nPN9yOk9vs1+n7uee2I9+9KMBAFdeeSWALRu1s9Pl5eVN72y3STsT9sxiLon7726bZi9O5ZXPrMHL\nd3gbmDFz30xjWMzWmT1E3p/KI3geqXtMmDXmeKgmp34mKjZ9qDZIlaN8EVTdW3Wry2WWu7q6OvGO\nzmpzVnZ5Lk8xatV33Gc8T7gWqk7t674k7C+jGLWKnlHRNPxceOtoeVa32sTnLywsbPYHj/3I70DZ\n3+vv0zxjeu6MY4lEIpFIJC4MRsOkjx07NiFFDc23G8XGliovq5J+lKSn2KmSpNkruK5DveU8186O\n3TZ7//33A9hasrG2SbMnONvuefEKjz12W7HyeIy8PtkO7OVw/u0rrrgCwJZN2n93PPzww5tt4Dax\nB7v3i5flbWBJ2+uk2Al7bKqlLr0cx7TsS8ojX9kQlQexY6cxvGPExsaGzCzGrEjZqhn1s1BaCt6P\nthHDUbGyKm8z14+jDOrFVWa1SUfxuopRq/IjbQI/F7ZF18/R78F+Mz6O3VbNGkUukzM98jukYpl5\nrCkNxzRvccXOo+9PNN7r789OcHBmhUQikUgkDhhGwaTNDIcPH5Z2X5bolH2IJZl6n6WeoVl4VByf\nsgtxXdhu6UzRbc6cQYu3/vsjjzyyKZWyrYhtwr511un7zqzZo5ltqmxPcjjL9HLda9vtxb7v92Mb\ntpdXZ+viuvi92YPd+829vb0OzKQVO3BJ3sF9yLbtKG56dXV1s07MloZ64TrU+7yf0bIbRza+aHlR\nZuA1okiFKEY70sqxn4bvM6tS2ikeY9Ns0orxRhqGoRqxiPUz21Vx/fXWf/PV61gTxsxaMWpeK4Gz\nqHH/sn098glQkRX1dRE7V75RyiegZuk7QTLpRCKRSCRGilEwaWA721Ve28xSWSJniaa2+ahczA62\nRbMUyfdU0lPLixPYnjkM2GLKbnt2L272dmZpu66b15Uze/nWmaxauYs9ytl73O/NHs/OmK+55hoA\nW7Zol6JZ0uRc3ysrKxOSNNeNV7nysljb4vZ2jntWeYyjuHi2dfM+awXqe7SeVY3IG/SgwJmDYtCO\noTmjGXW2t6Gx1606trbqd3U950EYyqRXVlZC7+4oOmBom1T/Kq1ilAmtFfXh2jMfjz4X+Dj2ec01\niGyj9jJ9rlLe3SrSR3ms85bXEWg958h/iaE0EXU/pk06kUgkEokDiFEw6VIKlpeXZRyako6i+Ola\noolYDjMn9gZWtpAoNpHXP+a817XNGcBEJq6aLTPDYG9rthWxxFx7lrbqxJ7WLN267ZkzibnU7Ocp\n7UFtX2bPaO5/v7efx/3G9nf2CmXbIb8biqUpNsd9WnuHR34ODBUrOu9KTWPCxsbG4DhopbVQNsA6\nppURsc2hnvcqixSPcxWREnl310x6aE7oSMMQMb+hkSecw6Guc+v6w4cPT0SWeH94PznD9vHqc43P\nQUP7c2juDBUbrmzRLR8K3o80HVFc+06x/2eDRCKRSCQOKEbBpDc2NjYlK0BLhGrlmUg6Wl9fD6Ua\nZm7MJlXGG2boLLnxmszOCNmLmT2pnam55Lm0tDQh4XK8MrM9lW2LV7XyOvpxL8+lX88cdtVVVwHY\nYtJeN5dqeeUuzj5Ux0yq9nK8s8P7m/uTJXCOr+TnybZ+XumGJXgH27QOHTok45yZKfo9mcmo2NCD\nwKRrlqEYs8oJHeU2nxZ3GnkuT4t7B3R+Zm6Ln6dyTvP9eGy0cndHubSVd3tkX4/ySij7ufJu5pWu\nFhYWJrR6zqj9mfJ68Zxx0OcG9pJ3RNE2Ox0z9fuh/JUcUWa4oZq0WbH/Z4NEIpFIJA4oRsGk19fX\ncebMmTDji7LdRXGlQyQbJfkquwMzaJY+2S7LDJDZq4PbWLMtda4zWpdiVdy48j70e7nNmTOHOZP2\nGGWXhv06trextzhnHVpdXZ3ob5VnnNkn29cVI/c+cE93trur65jNTasnsyeVR5xZvfc/M2nWhOx3\nRLZnbjd79k7TkA1ljVF2LWU/VDHtUdtUJjOeN+o4aZW9jMvme3PZEaNTcxwzetY+cb3YM7uuoz87\nznrIESesBXSvb46jVs9BvVNeR9ZO8bvV6hvlb1SfU9cp0ubU36d5ch8cjNkgkUgkEokDiFEw6Y2N\nDTz88MMy1o0lb7Y7RlJKneEq8iBXErWSPtmmycfrDEP1PnsbRtmWVldXZb+4lMrMxBFlDvLr3Uub\nmbMf9/OYFbhk7VIw599uxXwrhsOx3yrDE9uYvV+d5XPbvG84dtvBEj5L3C1GrZghS+2+ZTs6t1kx\np/2IVv+o9Yj5vVXryLd8TCKGHCHyyJ2Wj7lVxyiuumaIyrbJ70F0Tx6PkVYgikiJ1p3mepnZROY/\nH3cchcG2aqWBcM1XpNng+ZM1cq21r+tyavasooMUo1YZ4XZbE5ZMOpFIJBKJkWI0TPqRRx6ZkFo5\nTldJKsx6mKksLi5OxNlFq+GwNBXZnNmOw4w6sq1EjPrQoUMTbeA8t2qlLsWg/XqPd3bvbc7JzV6l\nnFeb97kvWvGFKpcy+x/w79z/fm/3EuWVv9jblO3D3qdsQ/O+mZZZTjFmrrvD26bWnY48kPcLnFmp\nleTUls9TjNHMJJuJmPXQHN5D2WjEvLnceqvqzhoIlbmNj6txpxjy0Exnam6sxyyvx66YtI9H33eo\naBilJVC+CCqCgLfcZjOTse1KKxMx6PrbkjbpRCKRSCQOIEbDpJeXl5sMuIXIq7u1ApXK1RxlrGHp\n1Ld1HurW7ypXeJRbltte29KV56JicMxKWcrlDGLuzc12I16JivPwcrY0ltxbUO2OsilxvClnbuN8\n5d6P7F3KcfFuP+fr2YZVb/1/flYRQ1QRAruVoWivYWY4dOiQZDEqtnho1EbNTJQ3d8SQo1wL6rrI\nB19aBX4AACAASURBVIU9oofEc6tMivw+sK1exTdz5IPaqvctel6Ouk9co+VrEChGzdkR/TzXfPF6\n1HwvVeehGehU7Hntga20Kazhjeaw3RrHyaQTiUQikRgpRsGkPXe3g22gkZcdezO3ViVSTFqtCDNU\nKh1if62h8o4ru3Et1SpPxWl2bGBLWvWsP+6t7Qya8+p63Z0h85rXEYNWXo8ttsL9odaNZebDMdm+\nmhj3kbeZvb1doudVx7w8XlWLbVlra2vSn0HF0KvsVY6DxKTr9eFVPuYoz3arXL8+8nSOvK+VRzXP\nPcyUWYOmtsqeWY9zpUng9ir2p7yR+b3zOqtsfXw/9stQGfHqOdTr4vfwuYLjof0ePueoHPnKPyHK\ntR7Ffit7e82kIy3nUC1M/Y6lTTqRSCQSiQOIUTDpjY0NnDt3TsY9+z5LRy61cqatls2PGZm6V2u1\nGmB7tqx6q7J6RbZW3lce27UUq6RLliY5ZtEZsjNozyjGmcM4v7gzZs6zy7HJKj6T29rKwKNs8Spb\nEj83XjWM2ZuDY5ldu8DZ0NwWpmKXa/bgz54ZEHuqcvz/rHGw+w1mtm3VtqG258jzunVelFUryu+v\ncsTzPKAyBvK+0ir5/esxrBhqFGut9vl4lGmQvbRV1jCfJ5xht9Zk5n73ceVaONZ28tyt+onnPL9O\ntdHBY9DBmpP6OtUPylcqyr1R93sy6UQikUgkDiBGw6TPnj07kbtYsSyXplwCdWmWGU1tH1Z5cR0u\n/fD6z75lG7XKwsPZwBSDZqnN28LekLWnNd9DeU9z1h9egYazb3GubWfO7qnJ3t3K7h7FE/rvtSSu\nWBSzBMXGvC4uMbvkzvZ6bzt7yPP64fwuTWN3Kp6XPdCV96xaP5pZx36Dr4rEYy3yC4lsgUPYiGJY\nbNPkDHaKQbOvAo8F3vKa7XWf1MePHj0qozGGah6UBkatEKXWbGc/GJ8vPPrDNXB+nOO3V1dXJ951\nny9d+8b97OOVMwSyT4ryv1HzN489BmvcanA/cJ0dQ1dhZE3FTpFMOpFIJBKJkWI0TPrcuXOb0hfn\ndWX7AdumVZYqRymT688qyVqthcxMmqUplTdbSbMqTpBZL8cst+rM92I2zmV521365xhHZ6Nuk1bs\ngOsTZUaq4z9V5jdVpmIDzOq9rq4NUHnM2UbNtkR/7o5WdijW/HB7meFE6ykfpNWvXJtTYyhTjLyc\np/k0OFQGsMiLm8c/Z7TzfbZJs38G38+fcc3KVAZA1vJEWRJV7Dfnwef7sv3X5weP+vDMg86kFetd\nXl7e1DD4lscRe5x7v3nZvDY9zxkRo+aMhCoDnUPFgtf/q+xxSuOjGHQdCbITHIxZIZFIJBKJA4hR\nMOlSyo6yU6lVXKbFrylvUJb81LrPvAazsptFWaeY7br9x7dsPz506JCUxvhevKITS6cu9XMctMca\nO1vwvpj2bGqolYLYLmhmTZsQMKk14bqzXVvZxb2N3ha1TjWzF5WVqWWH92fInqgOFROvVodSnun7\nDZ5xTMWFczuHZhyr95VNkvd5q7JzKebMkQ1sk2Ytk4rrZ0Z95MiRibzy/D6pOWZo3nKO8lDvmf/u\nc46aiziKxvsQmPSmZs2CWg3Q+5G1fZx1jfvPx2uUS53rpzJOLi0tNb3W661D+QSovAjz5j1IJp1I\nJBKJxEgxKpFdSS5sY2HbH9tKWfpqIfJMVrGsqk61hAxMMjT+naVWZf/x848cORKuy6u8jXm9Z2aZ\nbntW6z8rG6tiK8oWW7PjoR6pKqOQt1ll+3Kw1oBZGj8Xla2J+6KumzMg9hzntrFGQdmw9nvGMaCd\nmzryOla2/Za/gmKREWNW3trMpJlRc44AHiPcVmZs/J4dPXp0kzWqtcyV7VllQ1PxzzwH8X1dm+f+\nMGrlKjUml5aWpNe1ytjG/ejHvQ6sBVS+JOr583MZotWJ/GTU84gY9J5mHDOzk2b2BjN7j5ndamaf\nYWZXmNlbzOz9/fbyee6RSCQuDnI8JxLjw7xM+uUAfqOU8pVmdhjAMQDfDeCtpZQXm9mNAG4E8KJp\nhVif65elUOWtqOJKo7Vcayh2w/fmmDmWcjlDGK+2xL+r7F/OpH3L+bQvueSSibzTbCNir22O8fYt\nZxTjHNzKQ3LoVuVDnuZxqbL38O9sN+LnozysWZLnVbJYK6HWEW/VSdma+TyHWmkt6oOLgF0Zz8D2\n/oo8sR3R+9TSeg1lmZxNjxkyr4nOWiVmfOyzwO+niuKoWTNr3djLP2Jsyv7Lc5NvWXvHkSTsB8Pz\n7RBbuLKf8zjiDI6coU3ZqNU683w/3ud3sMWkub08vtVz8TZEmo+dYsezgZkdB/CPAby6r9hKKeUB\nAM8C8Nr+tNcCePZcNUwkEhccOZ4TiXFiHib9RAB3A/ivZvYpAN4B4AUAHl1KuRMASil3mtnVrYvN\n7AYANwCdtOSMsYby9lS2V87qU0t6UdwcS0ucVUd5TnKmMGbSbPdxCdEZtMckcmwiZ/2p+4jtMixJ\ncx5hZ8weB+1btrOpVawiL9KhkmIrTy7vq2eqfAP4erWWK9squa3Kx4BtXC41nz17Vr6H7Jke5faN\n+vciYdfG8+WXX46VlRWZ3S+y+bFtvtVfypuXnxPbotnW7GPD9zmXu1rdTtWZGZ9aSerw4cMT2hzH\nULs6M2k/38t1cCYxn2PYe5t9KxRj5O3a2prsF24TR8nwXK1i5lVEgIp7d6iIn5Z/RBS3z++x8n1q\nRYTslU16CcBTALyilPKpAM6iU4UNQinlplLKU0spT93vaRATiQOAXRvPPuknEon5MQ+Tvh3A7aWU\nt/X7b0A3qD9iZo/ppe7HADgdFbS4uIjLLrtM6vCHSt7KU7tmJvPaC1gSY1s0Zw7j4751adYZNDNr\nP89t14uLi5usnPPTcgzn3XffDQC47777mvsc+6nsQkNzczvYG5cZZQtDV0JiSZt/j7zCOSORYr8c\nP+37HO+5vr4+kZWM83+zjVF57TKbUJndLjB2bTyXUnD+/PmJZ6LyGkTxwK2V5pjZMutU3sT+zHjM\nMHNmWyZr1tR7yXG8rXXh6/Pre3EEATNoleVMrdLE2Qx9LuEIEo7P5r5VfVn3Gddd+fjwOGSfAdY4\ncCw5jyF+d/hdUZo5hjWy2EU+UWpOakW5zONnsuMrSyl3AfiQmT25P/QMAO8G8MsAruuPXQfgzTuu\nXSKRuCjI8ZxIjBPzend/M4Cf6T1BbwPwPHQf/teb2fUAPgjgq6JCFhcXceLECWkvnJXBMfspVUaz\nKEON8qjk1VnYJs22Zl5Bhhm2kmo5PrBmzZwf16VPtjU7Y/at293cHsfZf4Yy58hWqqRWfi6tGFp1\nTpT1h5lx69nX4OfKx1l69ufBnrMrKysTzNn3/fmwlyxnfnJwXfaISQO7NJ5LKVhdXZ14JopBD7XZ\nt1a1U57yUVwuM2i1/jMzaOUjwdEgikHXLIyfs2KZnAWPPcuZxTNz5rmI45+ZCTKDZibPtvDV1VWZ\ncY3rpiJHWDuo5ii2TfP9eL5mW/i0d4vfRzXnqAyCCgsLC3PZpOf6SJdS/gzAUxs/PWOechOJxMVH\njudEYnwYRcaxxcVFnDx5UjJplo6UPUoxwtpmErF0tdKWg2MQOff2qVOntm2jLD4c68xSq9fn3Llz\nm9I/M2de/5ntbdyvDGatjMijWjHoafZmPqa2fL7KCqQYsmqzykDEDIpX22qVod4/XtWNf1cMco+8\nu3cNzhLVs4ny3istVz3+eZxG7JNZoPLe5veMPbD9fMXk2KtbrejX0u5F3tQqkxjnYOCcCxwxwm1S\nEQyRN3nNdpVNmqMlIq0RP0d+vg62Tfu25XneKsd/r5k5v2/Ramxqfe5WpNA8NulRfKSXlpZw6tQp\nmVaSBym/LJzu0juNByIQf6TVwgvsEHLFFVcA2PoYP/axjwUAXHnllQAmk5JweXxfbwOn6HQV9YMP\nPijV2uwMwx8PlVqP9x1KNROpbFTax5YjxlBnQBXKwffkQcxOHUqFHIV8sbqufkdbi27UW55seaAq\np5qDsmRlNJ75WSoVKPdzHfKjJl/1sVZOktz3rK728nlfOUqxEM5Jd0qV2jQytfFHw+cQd6Zi0xmb\n3PzjzM5Xs4Z6qQQk6+vr8lkr4UU5ejnUx1oJRV6e97fXlR1JuU/r562St6i2RUuu1gLKnjiOJRKJ\nRCKRuLAYDZO+6qqrJliLchLgRRNYvcsp/h5++OGJdH9KfcJSKqu1fctJSJxR+z5fz1Iypx3k5Aq+\nfKSz5QceeGDzf14Yg6VNlZpQhS+o1HmOiO0qBq1CF1pMOgrFUovBK6dCpVrm41FCEuVIdPTo0Yl7\ns1lBsQOW8tXSlfsVHnKiNAtRkhxl5qqZm/pNqTmV2jRiOF4nfzbq2SomrUKx6mtUyKJaatJDpjjh\nkUpOwuw1SvzCmkqVNKXlyMf9xv3C77ZKz8wqeE7YpMYlayx5nlCOaIcPH5747kTvL7dBLRxz+PDh\n0LlsGpJJJxKJRCIxUoyCSR86dAhXX331xOLnvISbS00uTfGycrxgRJ0C0P935sr2WpeieNk2lYQ+\nSgPKUhinG+RF5e+//34AW8z53nvvBQDcc889m21j5uzSZYQoxalCZB9WC6GwdNuy2QxNYqLqpOro\nUPY+RyscrHWdCs1aXFyckLyVnZSlfw7nUksMHjRENleV4rPFhrnP1IIo6j2INDmq7jyWHPyOK8ex\nmlGp8aVsm7w4D299rmLWzslRotAqlf5T+WC0+kn1r3LGipznOISOtQtqoRzWlPFY9OtWVlYmQiYj\nnwE+rtKJbmxspE06kUgkEomDiFEwabdJq5SaatFxTkjg+y3vRF62kSUpDmNgRs3emgwu15m7M2hO\nxVnbmoFJ5uzHnWGfP39eLpuobMAqXEmxUcWI+T7R+er+05g014X31fGh9iEV9sRgZuZo+Uswa2K2\nxYzR30tmNkPTru4XlFI2/3y/3qqQSmVnbtmbIy2Fsnczovch0mqokD2VBrR+n5WXsPKPYe9tnid9\ny0yPPdt9vmTtHid2Ud71refK41TZ7FV/q3vxXO5zvLLTK00GR7CwrXtlZWUivE4x6qFaOsfi4uJc\n2rFk0olEIpFIjBSjYNKezEQtPs6SiUtb7EHNS63VHoAqHo+lVy+TJTSWhFwKZS9tZ9C8mIUzYvfa\n5phn3/rvbEPf2NiYkNojr0LeKkatrh+acETZYqbVVy1fyPtRwhTWiDBb47ZF9nhmuQ7WlNTLASob\nIkM9Ny5bJWDZT6jboJKSKM9rleKzPp+vUexGMTq174hi/pXX8jQ/DC5fxRCzVo81jPXytfW9/V7K\nO9vnKk4rHMWQKw1P3bdD8x6oMpSWxeF1j/JX8JzDjJvTBtfaBbZJR97eUZTCbuU7SCadSCQSicRI\nMQombWZYWlqa8MBTNimW+NSiCDUbjiRc5X3IbMe3HM/sy0Eq2zKn8HTbNC8271u2V9aSt5LuZ/W2\nVguoD7VlRwxelVfHSc9qE2yVBUy+C5xpjJl0lOrUwefXixuw96xappDtZL7l5RM5Fex+xcbGBpaX\nlyXTUONbxTq3MlxFDJoRxeMrL+Qom5QaS2oMORYXFyfYHke3KB8dtr96m9k3h/NFRAxa9SmjxZaV\nXZbfgWgxFdaQsVbJ26Rs/xwJxMd97HGbV1ZWNvuPtSLqnWDWz/Nw3SfzpPpNJp1IJBKJxEgxCia9\nsbGBs2fPbkp6DmVL4cw3atnIOq6Q45mjZfJYemdp1G3MvnUm7QzajzuDZulWLTvH0mst4c/KnBWj\nVZ6nqjyuy1D2wcdbGcdU2YxZM5K1YhXr35Wtku2D0+Jx/RpnJv5u+fvHZXFd2OfCy/by9is2Nja2\njWUV/xwthqBs1nWGq4ihDPWrYIY861aNQcUwl5aWJry3ed7inAycP56ZMHtAc4RJa4lJILbrc92n\n2fWj8cvjk/d5zmEvby6P5xxVnoqfrudh759Iw8hbtQxm3RfJpBOJRCKROIAYBZNeWVnB7bffPhG7\nxhnFfOsSD9sb2aZTZwtzqZRXgmEbCOdX5tWo3BbNy0PyPl/HrIGlLvYIbtlDohzZkZd2FMOpVmWK\nWK9izBHTb5XNGYsUohhulnLZ10DZ27jf+Z2sY+/ZXuYMyMFZ7FT+Yi+7Zcvaj1BMWjHoiEkPYc3q\nfYjO57Gh/AqYgan4Z4fKcFa/A24nZVsz54dg3we1CiAzZ2bQzJxnteurFa5aiPIaqEx+vOW6ct57\nNdd533E2MPYTqf2gvOxoHlTzIn+PkkknEolEInHAMQomff78ebzvfe+bsD3zKlecNUxJSa2VrNi7\njyUpzhXLK21xHDTbfzgmkWM+HUqCVN6PrdhiJUXO6pk6S0xnjaG26WkxprPGEEZSrIPZKGsohnr/\nOjj3b836OA88e3ly3KvySGeb60Fj0mq9YhWfqxj0tOgA9e4qr24eCz53sKe1WlVJMeho3fL6Pmqt\nAo7p5blEeXH7PKkyiEWx5LPm9HfUzyOKQ1f3YH8N9qBmbYyPPeV/w/5KSptYM3y27as5JvKLafXB\nPBEbyaQTiUQikRgpRsOk3/3ud08waGan7EWnpCg+bmZSonZwDKdLYs7u2Z7GGXKijFiKOUbZv+rj\nKhd2FMOptopRqz7iOvN+ZF9y7FYmnmlQdZom7U47359jbdNiO1kUL+nvkvc3v2Oc5Wy/opSClZUV\nuUIVj2sVF+1oxfurrG7Ru8haN2bOzG4554K6L88Hao6qtXx8T7+XisP1/mLmzIya+1MxZcWk1UpW\nDj5e5+7mcxiRD0o0/timzf5L/Hy8T3ke5jlvbW1tQpsa5UxQfkUtzWHapBOJRCKROIAYBZNeXl7G\nBz7wgYlMOMomFXlYtuIyWdJlqN9VHmWW+FS8JNs+HBEbbrHfiBnPy6hVNi+FyDYdeWC3zlHYqb2M\n66RyffO7pTKU+bt56NChCY9xjqn3Mv0ajixgj1ffqpXW9gvcvse2VGbQKl6X19vmMVGvsKXGkdqy\nn4A/E179jtmtsmXWba63yvZd27g5VzS/c7xqlb9XHmHC3tw+f7INOkJkm+Z6MbudNoZbrLveV/HS\nfA9lR+cV5rwveGwqLaRrSOqV1dSqdZEtP8pUtlMkk04kEolEYqQYBZNeXV3F6dOnJ+zBzPQ4Q1Pk\naVlLkrPGBDpU2Sp3b8se3sLQ7GD1liW0oUx5VqYd2aQdkcd1FG89DUNXq4rOn8bGZjmPIweOHTs2\n4Z/Aq1mxrdmZEMf1c7ysrxu8X1FK2Wbjm5Y5rLVVaPlnDPWzYBs0xyTzCnzs3a1YkhoDamzV9VOe\n4Wyr58gSxaBZIzGrHTSyXas2T1sNSzFmPl/VQc3TrPFk9svx1PWqdUD7efA9OXdGtK42e+fX+RDS\nJp1IJBKJxAHEKJh0KWVT8qkxzZ5Tb5XOv5aAZl131hHZktW+itfkfeXV2GLqs9qUhzJtFWs6lPkO\nzVBWI2LCLSm9tR+Vq9i9WvtVtcX7pl7rl/0VmAE51KptbJN0Bn311VdPbeN+QWTjVDY7NTbq95nZ\nisoMpnInuO25zkpYH3eGrdYvVpo0dbzl36Fs9ey5zPkj2Kav4uyjMRUxZ4caM9OuUf4pvJ0WCw9o\nb3q+3sGMWs1prTh5pdlhJh1lZGv1RTLpRCKRSCQOIEbBpM1sm/5eMWeOWVR5WB21RKS8t6PYwVZd\ngeFZudT1qjwlgdfexJH9emgmMnXcMdQrUUnJkb1pGpRtSvXr0OemWIJibwx/544ePTrBjP03Fffr\nZdfrnAPAiRMnAABXXnklAODRj3508977Ca3cBMoPg1kUP6NWRsFoTmAGXWtAgEkbtDNqXrvZr+Ot\nyu3N2cK4TfU74QyZGTGvG6BWsVKZ2YbGRavj0fgcwqyjuUCdF805iok7eJ73saeiber5VmVmm9Vn\nYuhcMhTJpBOJRCKRGClGw6SPHj0qV2mKPCyZSbckciU9KkksYmSzeCq3oGwk0+zNigmrfhjKrKdl\nOZuGSFpWsZG1ZiPyJFVxkRz3zJjV10BB2bCWlpYm4pk5bzDH/bJd++TJkwCAq666CsCWLdoZ9UFB\n5DnP762Kma3ZMTNatWVvbsWcFZPmLZfLfgVeR7WGds2eo1zcvq8Yd+RtHI2BaAzuVGtVY6ifyixl\n1tcrm7ZDseGWRi2KzWYbNa9xrb5D9bU7wVxM2sy+1cz+ysxuMbOfM7OjZvYEM3ubmb3fzH7ezA7H\nJSUSib1GjudEYnzYMZM2s8cB+BYAH19KOWdmrwfwHABfCOClpZSbzeyVAK4H8IppZS0sLDSZtPKk\njDz2qjqG7RgqfbKkNpRRRxJklO+6xaSja4ZuIxtKJAUP8eKuj9eSqfIRUAxaxUkOlcCHeomz1Kw8\njxcWJldiYjuo0o64XZRt0VdccQWALbZ3MbGb4xkYZqdkbUjk1V3HOke2YpWL2/vWPel9q5g0e3tz\nvLXSTnHWxNY69Z5729ei963KKDbrqlZKS8iYd+zU/gdD/VMcQ+zbfC9geJQOzzOKwZuZzBPuYM0F\n273V6lnr6+t7ugrWEoBLzGwJwDEAdwL4XABv6H9/LYBnz3mPRCJxcZDjOZEYGXbMpEspd5jZSwB8\nEMA5AL8F4B0AHiileADp7QAe17rezG4AcAOwtbbqTplzJKXVv0e2kEj6VEw4YpuRZDnEfqzaH3ko\nz8uso7qrPlBZg0opMuYwsjEPtWWp89R1itVF0QA1VH5o9hR2Nnf8+HEAwOWXXw5gi9XN6++wE+zm\neD569Og2v4NZoWzYtaaCGTL3sWLSzpS9ryPvbi5XeQkzu2LPbLcvP/jggwA61lz/X2/ZFh0x6J3a\npBmRl/0QzKplcyj/F+XNzcyY26ps03xd3Yfsy8PvIfuYqFzfXPbq6ureMGkzuxzAswA8AcBjATwK\nwDMbpzafdCnlplLKU0spT63DrxKJxMXHbo5nTsGYSCR2jnm8uz8PwF+XUu4GADN7I4DPBHDSzJZ6\n6ftaAB+OCjLh3c1s0qFsz9OkN3WOYlRD46SHssvI7hux3BaTjqRVJRHO2n8R+1f3d7S0FYplRxI1\nl6kk1IjdO9T1ys+hdV+WwJkxM2tzBu32Tv/dr3fb1kXGro3nUgo2NjZChqcYIfcnM+mjR49OxDuz\n7di3zKT5Oj5PZTFUK3rxvtsnec1ntj+fOXNmYj1o33oZHG8/qw3aMavHNO/PqsGsf4vmEDX/OrhN\nEbPmcnl/WjSPeu/8nVC51dlWzTn96zz2O8E8NukPAvh0MztmXeueAeDdAH4XwFf251wH4M1z3COR\nSFwc5HhOJEaIeWzSbzOzNwB4J4A1AO8CcBOAXwNws5n9QH/s1VFZCwsLOHLkiFzlaWgu6SG2vEhS\nc0Q2TsVSI8YcMetp21n7Yae25KEMWl3H0m0rBy7/xtdGmNXeFpUzNKtQ/TvnFWYG7d7bbAf1La+C\n5Qza2dbFxG6O51K69aQVg45WFWJGUzNooGPD3qeulWBbMtukua+ZOfP7x0zZ68bs1p8Zs2FescpZ\ncx0DrdbVjmJ6I09mte+INHCz+qTYAO/uWXMuqOMqysahMhNG80V9voqiYXu2bzlXP8fGr6+vzzVP\nzZXMpJTyPQC+hw7fBuBp85SbSCQuPnI8JxLjw2gyjh0+fHjCJq28jxlDYuuUhDZrfF7EgCMJUmWl\nUdv6/KF2VlVnx1BGzlJrJA2rVWN4PeG1tbUJG5KDbYGRbSnSeChJXHmDMqNSGpF6VTJma86UmeXx\nWsV+vfeLx8eePn0a+xmllG0rhEXvp8qnrGKbT5w4sZmtzfvYf2NvbLViHr9nyu6rYmHd85qZsj9D\n/r2Vf1tltIre4QuFSAs4pD5DWTpDzS08PodmGJyVudbfiGi1QZ5LHEPj0mdF5u5OJBKJRGKkGA2T\nrm3SUU5px1BP3To7VIRZ46IjpjzUC3wIE1fS5lA77tDVWKJYQ/aA5/u3mHO9rW00kdcnI1qZhusW\nSejqeUeerYuLi5vHnKVxJjFn0H7cGbSXwfmcnUHfcccdzTrvJ9Rxpw4VY6wyi7Hd2fv11KlTm0ya\nPee9j1WkCLNXZsrswcvMmb21eetMmq/nPM/1ezt0bXq1QtROfXUi7eAs/jZD7NbT6qLGbTQ+HcrT\nXWniWvPCUP8gLsuhNCPzIpl0IpFIJBIjxSiYNOfuVvHRCrN47g21w6rzh2b9csxqg552nZIeOVuW\nYpfcpsjGzxIh34d/n2aDrn+v+1jFWqu2Ds2ypLxBZ9G+tPbr9YKZ+fEaxRyb63Xw/nD2dd999wHY\nYtAf+tCHmnXaL1hcXMRll102wZBVTn7Oh+1b9oavbdLOrtkG7WUpLRAzZ8WY3UubGTLvs82ZY53Z\n1l3PF8zulVZO2awjhhwdH8qgowyFLU3l0HlOjcuh43Ro36h5ojVvq/mPy/b3N8r01tIqzYJk0olE\nIpFIjBSjYtKz2qJn8eib1zNyqFd3ZLMeympbdqChbFCxyAhcrspzy/3NTJntexwP24r5VvnZh2ap\nUp7oqg+ijGfeJo40qNc2d9bGTFDF93NeZ4+HvvPOOwFsMenbb78d+xmHDh3CtddeOxHnrFauUjHN\nnD2szirGq1KpvmZGW69CBUzGNTtD9q1amcq3bHPm1a94bLa8y6MIhJ0isv8OnbvYJt66fihzHlrX\nodqAyIat5odW/dhPQWkqFaNWddzY2BisFW4hmXQikUgkEiPFKJi0WZe7W3k3KihptSWBzsukHZF9\nRrVhVjtS6/zoWiXxRRia51b9rmzRLJHW9YmkdL7XUEbtiN4hlpoVuC9rz2O1WptaFcdZnLMwt0V/\n5CMfAbDl3X3PPfdMrdPYcfToUTzpSU+ayH2smLLKCsa269ba6g7W2vAz4LjliDmrNZ6dOftWaY0c\nszLKnWBWj+qdMuhptuqhuRe4bmpfna+0edHcN2QejuLWh875LW1g2qQTiUQikTiAGAWT9tzd0d5/\nuAAAIABJREFUkf122gomrW3r3AgRW1W2ZiVFzWqjGSJxRZ7LynYdIfKgjnJyq6xNLUmdPX9Zah/i\nMVnfW2kDdurB7m1hplRnw3ImyF7bfK3bPZlJ33///QCABx54AMCW5/AerYK1a7jkkkvwCZ/wCZvP\nltfXHsqclY22Xp/XmbL3rW85l7ZvmTkzg/Y1njn+2a/nnN5RRAXPF7XWJZorGJE39lD2GN1XMehp\njDKa72Zl+8r2zPstr/n691m0iaxdU0xaZSRTjHqWerQwio+0WZcWNFKZDFV9quuiY61771RVtFM1\n1ywOBsphLEL0wiuHL6VS5PO4PvzyLi0tbXPAAibbzR9fpd6OFiOInkMk4PGygV6vpaWlTUcmbwM7\nhPm+b1lVyufVZe9nHDlyZJu6mx3slKMdPyvvc3bKWllZmfgY88dUOXpxKJXa8rNjhzAHOw9FH7RW\nCJaa96KPqEqyMfTDqNS3Q9Tb/PusjlFD68jgjzCHsam+GpJYRH2kGRx6xZiVmEVIdXcikUgkEiPF\nKER2Z9JDoVQd01jRTpNYRGqbISnzZsEQhj8rW1TXKZbK6uton8ESd0vtqVSbQ7Uiqs4qqcnQ5+B1\nVo5HztTOnTu3mVDDGaHf08/xMpidcQINv877wtXo+xWHDh3C1Vdf3dSgAJPs08HPlMOmvF8feugh\nqa7mBS+YYddLRQKTjJmZMy9VOavKeBobHcK2623EcGdVJc+SrKR1/1b50bw3q0qfTR4RY1bfgp2w\nWaVd43dCOdpOS0E6C5JJJxKJRCIxUoyaSUfOQ8qxZAiTVtLNULvQrM4YCvMkLBgacjXUoSxi1NPS\ne9blsy2SHYfqxVRUyBXvK3sR7yvpd4jzSwucwrNOauLtYkbINiu2azNL8zI5HeZ+hZlhaWkpZEPs\nfMX9o1JzPvDAAxOOXmxrVozZtRf1kpH1vdn3YNYUuxGDro8rnw21HZqEZKd+NUO3rftGzFhhqAaS\n3yFmzFxHlWp1mqZSleFQ/i/+rrDTaa0tnGexjWTSiUQikUiMFKNh0i51AFrXr+wSkU2gVeaQOtVb\nPu6IpNp5MS0xi2KLQ8uKPKcVa1X3Ze9dTmJRh9ooe6TSjkQJa4aE4dXlO5SH7ZCFGDi8x729HS5R\nR1oV1jz4Ah37Fevr65vMFph8JqyRcTbLLJcZtG8ffPDBTQbtjJoZNJflWw6PizQwjqHsNUp40fKI\nVrbniEkPtUnz/iwe6EPu19IKDPXWjn5X861DMemhoVit4/wOcIIaNT862Afj0KFDyaQTiUQikTiI\nGA2TXlpakuyJPX95P7K5tpYKixh1FKfH+xfTFq3qpGzTEYOO4s0Vc2bvbY5/ZSbt+3Uih6gO0ZKU\nQ5+jqjOzWAd7eTNrvuuuu3DXXXcB2Fog49SpUwCw6fXNzDFiaezxvl+xvLyM2267TfoTsO2ZF71Q\nKTxrj2322ualJlUyGn6v+L3g+NtZbMyz7C8uLu7YJj10+VtH5N09K6MeOsfVGKr1i9qiGLJqi5r7\nWuBxyHOAeqdYK+Ooo1qSSScSiUQicQAxCpHdzLC4uCizRkVJ01vl1eUsLi5Kdh5BeXMOxVAGH9lY\n54HSMAy9B7NPlvw5Dlox6NqjO/LaHppRTLVVMWhVZ5ee/Xz2aPf7OoO79957N+t02223AQCuuuoq\nAMA111wDADhx4sS2e6hMbQ7lLb7fcO7cOdxyyy3Sm5vt/LxVGdrqOHNeIlLZmhVzntV2OiuDjs7f\nTZv0Tpn0rLbpacx96LwY1UWdr/IeKC/vKIKldZ/WdwPQS/Y6FKOuvb2TSScSiUQicQAxGpG99hBk\nyYW3kcfetN95AYcoDtIxqwQ4FMqbeSdQtunILqPiz5X9ndmob9kW3WLQDuUhGdkQI/u4krgjdqJy\nLzPTdjzyyCObC2M4q3Pb9Ic//GEAwLXXXgsAuPzyy7eVwfGUfi/XPLCX+H5DxKR928rJXW85drlm\nKhxjrcazQ3kBD/U6HurFPYuHdMSQZ42X5jpHbXHMandvlTerL86s3t4Ro1bzwNCsX2Ymz+HjnN+A\nfU94XK+vryeTTiQSiUTiIGI0TLqWnCJWpBhiqyw/T0likYQ1LyJmPNRGXUtikZ088vZW9+D+Zdso\nS9jMpJl1shdqzXbYhsgMOlqJZqhmI2I0Kh+yw9vmLPfSSy8F0MUy87KG7oXsDNttqFdffTWArUxi\nbKv3XN2+dVv2fsXy8jLe9773TbBbpTVRzz7KNFj/P5RpMYbaZef9nd+3aUxaeXOrpRGHtjFqe2Rn\nv1DaxN1AxKT5vNZxfg4OLpMjQ/h3fs/X1tbm05Du+MpEIpFIJBIXFKNi0rsZO6zKjlj4rFA2lui4\nKieyrdWIbFEc5xdBSZBqy4xZ5eNmu/Lq6uqER2SUOzmKMY7aNPQ5MLxNbic+efIkgM5uyvGTvIbx\n6dOnt/1+xRVXANhi486YvWy36e/3jGOrq6s4ffp0mDlQaUsiT95WjPHQGF7l7T8PI97JdnFxcbBN\nWjHqoUxa9cFQG/VQ7/BZ6uCYpiWZhlk1JJEW1swm+tuhbM+c10BpDtfX15NJJxKJRCJxEDEaJl1K\nCfM072bs8LwYyqCHMmfHEAbt57Dk5hiqLVBSprLTssSomIBD5f5eXV2d8ITkfM4q+9lQ2xNDebT7\n/bwtDD/udmT31F5aWprwxvYMZG6T9ntwJi3vR2fSqn/3K0opmzHPvl9v+TgjYrs1k448kBmzejLP\nyqAV+92Jd7di0ENtxhEiRh2xUT7vQmBoZArXRb0Pat6eZpNmWzRnWORV/lqrZ83TRyGTNrOfMrPT\nZnZLdewKM3uLmb2/317eHzcz+1Ez+4CZ/YWZPWXHNUskEruOHM+JxP7CECb9GgA/BuB11bEbAby1\nlPJiM7ux338RgGcC+Jj+79MAvKLfhqiZdH1slu00TLNFDCljVhtzhKFtqI/vtsSqpE0lyauMY1xX\nZs682tH6+nqYGUoxaH5es7K0nbI6jvm+5JJLNm3H7rXt+26Ldtu0g3ObM3P2Nnvc9QXCa3ARxvMs\nURPqvY68n1u/RfeIPJrnYcb170NY8qxMOvIsv1hMejcwNNdFdD0jes48f9THo3N9q1b546gEv359\nff3CMulSyu8DuI8OPwvAa/v/Xwvg2dXx15UOfwLgpJk9Zse1SyQSu4ocz4nE/sJObdKPLqXcCQCl\nlDvN7Or++OMAfKg67/b+2J1RgaWUcG3XoexnCBSDVjZhtoFG5QyVBCP7+yx1Z6j+VN6cjqE2MNUW\ntWpMbX9W+asZiiFF609z3Wb1Z4i8f4FJSdrPcabstmlvt3t1+ypZfF1tx73I2NXxvLCwgKNHjw72\niVDHFVNseXdHZal99W5HntU7ZdJ1G3bLY3y3mfTQvqwxRBM4pI6znh9B+bDw79OYNM8xvHKezwOc\nBc+xtrZ2YZn0jGjVpPn0zOwGM3u7mb3dk0EkEolRYUfj2SerRCIxP3bKpD9iZo/ppe7HADjdH78d\nwEdV510L4MOtAkopNwG4CQDM7O7nP//5ZwHcs8P6XGhciazbTjDmugHjrt+VAD76It1r18fzO97x\njhzPO0PWbWcYe912nPxgpx/pXwZwHYAX99s3V8e/ycxuRudg8qCr0aahlHKVmb29lPLUHdbngiLr\ntjOMuW7AuOvX1+3xF+l2OZ5HgqzbzrAP6vb4nV4ffqTN7OcAfA6AK83sdgDfg24wv97MrgfwQQBf\n1Z/+6wC+EMAHADwC4Hk7rVgikdh95HhOJPYXwo90KeW54qdnNM4tAL5x3kolEokLgxzPicT+wpjS\ngt601xWYgqzbzjDmugHjrt+Y6zYEY65/1m1nyLrtDHPVzcaQYjORSCQSicQkxsSkE4lEIpFIVBjF\nR9rMvsDM3tvnCL5xj+vyUWb2u2Z2q5n9lZm9oD/ezG+8R3VcNLN3mdmv9vtPMLO39XX7eTM7vEf1\nOmlmbzCz9/T99xlj6Tcz+9b+ed5iZj9nZkf3qt/sAOfPzrE8cx1zLM9et9GM5b4+F3Q87/lH2swW\nAfw4ujzBHw/guWb28XtYpTUA315K+TgAnw7gG/v6eH7jjwHw1n5/r/ACALdW+z8E4KV93e4HcP2e\n1Ap4OYDfKKV8LIBPQVfHPe83M3scgG8B8NRSyicCWATwHOxdv70GwBfQMdVPdf7sG9Dlzx4lcizv\nCDmWZ8AIxzJwocezL2yxV38APgPAb1b73wXgu/a6XlV93gzg8wG8F8Bj+mOPAfDeParPtf1D/1wA\nv4ouK9Q9AJZa/XkR63UcwF+j93Ooju95v2ErveUV6CIafhXAP9vLfgPweAC3RP0E4L8AeG7rvLH9\n5VieuT45lmev2+jGcn/PCzae95xJQ+cH3nOY2eMBfCqAt4HyGwO4Wl95QfEyAN8JwBPEngLwQCnF\nczHuVf89EcDdAP5rr757lZk9CiPot1LKHQBegi4G+E4ADwJ4B8bRbw7VT6MdHw2Mtq45lmdCjuX5\nsWvjeQwf6cH5gS8mzOxSAL8I4IWllIf2uj4AYGZfDOB0KeUd9eHGqXvRf0sAngLgFaWUTwVwFnur\nRtxEbw96FoAnAHgsuhR9z2ycuufvXQNjeb5DMMq65lieGTmWLxxmfsZj+EgPzg98sWBmh9AN6p8p\npbyxP/wR65fps+35jS8mng7gS83sbwDcjE5N9jJ0Swh6Ypq96r/bAdxeSnlbv/8GdAN9DP32eQD+\nupRydyllFcAbAXwmxtFvDtVPoxsfUzC6uuZY3hFyLM+PXRvPY/hI/ymAj+m98w6jcwL45b2qzP9u\n797D5arKPI9/fyQQbtIQrhFsAt0g0A4iRgShW8Zgg0GBbhDJMIhONDqignfQbkGfeRQeadBxEIxC\nE2kkSIyCYBM0QOOFRgPSEAkQBIRAgIDcwZDAO3+sVUmlUnVOnbquU+f3eZ7znFO7du16a59a9e53\nrV1rSxJwPrA4Is6quqsyvzGsPb9xz0TEKRGxQ6R5YI8Bro2IY4HrgKP6HNsjwIOSXpsXTQXuoID9\nRuoa21fSxvn/W4mt7/utSqP9dAXw3nxW6L40OX92n7gtN8ltuWWjoS1DJ9tzrwf+Gwy6TwPuBv4A\nfKHPsRxA6n64Dbg1/0wjjRctAJbk3xP7HOeBwJX5752B35DmWL4MmNCnmPYCFuZ992Ngi1L2G/Al\n4E5gEXARMKFf+w24hDSetpJ0ZD2j0X4idY+dk9vG7aSzWvv2vmvitbktjzxOt+WRxVZMW87xdLU9\ne8YxMzOzQpXQ3W1mZmZ1OEmbmZkVyknazMysUE7SPSbpQkktnwggabKkkHRaB8Ma6vlOy883uRfP\n1w2Srs9fdTHrKUknSbpb0ku5HW3X75i6Ic+fHZLO63csrZL04fwa9u13LNWcpIchaTNJ/yzpFknP\nSnpB0h2SviZp237HZzYo8gdksz+T+x3vcCS9Azgb+C/SPM3HAU/1NSgbdcYPv8rYJWlXYD6wI+lL\n8+eTTrPflzQx/vslvSsibhzBZj8IfLiNsP4IbES6eIDZIDmu5vbfkpLbLOAXNfct70lE7Xl7/v2+\niHi+r5HYqOUk3YCkjYGfkOZVfVdEXFV19yxJ3wJ+Dlwu6b9FxKNDbEvAJhHxXKRZcla2Glek78z9\nudXHm5UqIv6t+naeQWomcGPtfY3ktrZxIUlxO2BFp2PJn00rIuLlTm7XyuTu7sZmALuSLn92Ve2d\nEbEQ+DywNfCZynJJB+buuPdJOkHSHaSk+ul8f90xaUlvlXSjpBclPSLpG5L+pnb8ud6YdPUySe+U\n9FtJf5a0LHfLj695rn1yHHfn7vtnJf1K0j+0s8MqY785nh9JekrSk/m5NpW0nqTPS7ovx3eLpP1r\ntrGepC9IuiHvh5ckPSDpXElb1nnO90r6TX6u5yXdK+liSVsPE+uWeX8/LWlqO6/b+kPp2tUhabqk\nEyXdCawAPpbvf4uk7yld0/cFSc/k99U762xrTn5PTpT0HUnLc1u8QdIba9YdJ+kzStczfi5vd3F+\nnCTtltv4dGBCVRf91VXb2FvSFZL+lJ93kdJ1ktdrENd2+bU8BjwHbF15HkknSzpW0u055rslHZsf\nv1Nui0/m9/qFShfLqH39O0iaJenB3OYekvStBm3u9ZJ+ntvbE5IuJE3e0ez/rTL2+7eSvpzb94uS\nfi1pSl5nar79gqSHJX2uznamSbqs6vPkSUlXS3pLnXX3lDQvb2uF0mfjAkl/30S8X87xnimp3tzb\nXeVKurHKFHPfGWKdC0nz7R5JTsJVTiK9cb8DPMLaVz5Zi6QDgGtI10E9nTRudTRpft+RmAZ8BDgP\nuIA0Ef2n83a/UrXePwC7AT8gdZ9vSZq6bp6kYyPi+yN83mqbANcCN5Am5X8T8L+ADYEngDcD3wTW\nz7H9RNKOEfFsfvwGpIOeH5Km0ns+b2MGcICkN0bESwCS/icwm9QV+kXgReAvSRPub0ODLlGl8cz5\nwKuAt0bErW28Xuu/zwF/QXrPPwbcm5e/G/gr0tzYD5AOqN9Hes8dGWvm8q5Yj9Q79kfgNNJ76JPA\nVZJ2jogX8npfJh2g/4g0e1SQZrw6nHR944dJXfcnAG8kvf/Jy8lJZAHp/XoO6X16BHAW8DrWvRby\nenn9+/Jzvyo/dvN8/5GkHr9zSZ8dM4GLJK0C/gX4d9JlQ/cjtfPngI9WNi7pr4Bf55vn5+fZFfjf\nwIGS9omI5/K6u5La9nqka04vy7H/hJE7i7TvzgI2Jn0eXCPpg6RLOn4b+DfSwc7pkv4QEXOrHj8D\n2JT0OfwQaU7sDwDXSzogIn6TY96WNG3oirzNB0nvhX1Iny3X1AtOqbj5NvB+4JMRcXYLr7F9/ZjW\nbTT8kBLKM02sdzvpjbZpvn1gvv0nYJs6619I7rWuWvYbUrW9c9Wy9YFf5W2dVrV88hDLngcmVy0X\naeq8ZTXPt0mduDYmXdv0jprlp+VtT673+mvWvT6v+5ma5fNIl+NbCKxftfywvP6HamLeqM62Z+R1\nj67Z7jPk68gOE9f9+e+9SB8sdzbzmvzTvx9SQg3SmG69+w/J9z9GnSkqG7zPNyUl8Vtqls/J2zqr\nZvlxefnxVcvuqH18g/jmAH+us/xm4CVg96pl65EOSgPYv05c362znd3yfc8A21ct3540pPYK8JGa\nx/w0f9ZMqFo2n3QAsV3NuvvnbZxctWxefs79amL/aV5+XhP75cN53f+sbrukwiTyvtmzavlGpOtF\nX9fE/3d70oHKvDrbPazJuPYlFRtXkRL7e/rZDtzd3dhmpGuVDqeyzl/ULP9eRAx7lZh8lPcm4PKI\nqFQARBq7/kaTsVb8OCLur9pGkI4gt1O6XF9l+eoxMqWJ6rckJelrgd0lbTbC5632MqlSrvYLUvI9\nL7+u6uUAu1THHBEv5tjGSdpc0lY5NkiVeMXTOe5Dm+mGknQQqQq4n/RBeH+zL8qKdkFE/Kl2YYP3\n+YbAfwB7SZpQZ1u11VLlfbdL1bKngR3Vwld1JP0l6YpScyNicVWsrwBfzTfrDTudOcRmL4t0neXK\nth4iHYi8RKoEq/2CNNf1a3I82wB/T+oVWCVpq8oP6aD9j/l+lC6aMg34ZVSdLJtj/9owL72ec2LN\nNaArsQHcEBG3VW3/RdKBTfX/oPb/u2n+/64gFQO1nxOQPide1URcW5P+7wcAh0TEpU2+nq5wkm7s\nGVKiHk5lndqEfneTz7NT/n1XnfvqLRvKvXWWPZF/rx4zkrRNHn96lFR9P07qcqucdb45rVsWEbUn\ntj2Zf99XvTAiKsvXGs+SdLSkm0hdek/m2CqvbYuqVb9C+hD5MbBc0g8lfaBBQ9yWdLR/LzA1Ip6o\ns46NTnXbmqRJki6QtJy13+fvIx001h5YVy6QUG2d9kPqXn8FuDGP4V4k6T1Kl8UcTqW9/77OfYvy\n751rlr9CuiBDI/Xa/ZPAg7HuyWW1bW63/PsjpH1T+zOZ1HYgXb95AqkXqtYdQ8TXbNx1Pyeq7qv9\nnNg1j0k/BTzLmv/vVNb+nLgGuJQ0DPC4pF9K+qLWXOWr1sXAFOCgiLhuJC+oG5ykG1sEbCbprxut\noHSW5WtJXanP1dz9Qp2H1N1Mi/HVM9TZnoLVZ79eQxqb+h7wHlK34duBylh0O++LoWJodN/qfSDp\nH0kNCtLX3N6VYzukNraIWALsARxKGpvekXQOwJ15nK3an0jdensCxzbzQmzUWKetSRpHGsedThpn\nPRo4mPReqoxr1r7PX8m9T/Wsfo9GxA2kRHo0aSz2TaRu6Zub6IVqpb2vrOmBqtWoXQ37eVD1+wLS\nvqn384Gadevto1Ze10jjrv6c2JxUeU8ljWkfyZr/7y9Z+3MiIuIY0lDXF0nd4Z8DFuXx71pz8u9T\nG/S29JRPHGtsHvB3pDfoyQ3WeS/pRKfaE1BGonI0We+ortGRXjv2BF4PfDkiTq2+Q9IH6j+kp44j\njZn991hzog6Sdqu3ckSsIFXIP83rTSONJX2SdOJOxUqgcgDwbUnrR8S3uvIKrARTgN2Bz0fEV6vv\nkPTR+g9pXqQTHS/LP0j6JOkkreNZd7inWqUi/ps69+2Rf9erjLtlSf49PiJ+Psy6D5G6k3evc1+9\nZd10MOnEvv8REZdU3yGp7tBARPwXaWKZM3LX+G9JJ+rWnhx8Ael8oAtIX7E9ok7vYM+4km7su6Rr\nk35C0iG1d0ramzSGtJzWxmMAiPT96oXA4ZJWd3PlrrMTW93uECpHqWsd+Up6HfXHwnrtZdKR+ur3\nZq7+/6l2xTxuVuuW/Hti7R25GjmaVEmdI6kb+9fK0Oh9vjep56VlI33fVYuIB/O6R+YzpSvbFGuK\ngR+1E99IRMTDpB6HY/K+WYvSVyK3yuu+RDpT/ABJ+1WvQ9XXUHuk0f/3XaQipHrZxNpzVvJw1wOk\n3tJxtRuPiNmkguEg4Mrca9oXrqQbiIjnJR0GXE36CsYPSWcJryKdun8c6asMR0TEI20+3aeBnwG/\nVpok5WlSMtmgEk6b26+2mDQe9tn8xruL9HWLD5G6+NdpqD02l9R1da2k75HOcj+CdIJYrWskPU06\nGexB0lj6+0j766J6G4+IVZKmkyrrr0saHxH/0vFXYf12G2ms+p9y1+gSUrX3wXxfO+/zeyVdS6rE\nlpHOKP4QqQfosiYe/zFSYqy09+Wkr29NJZ0E96s2YmvFB0ldxDdKmg3cSsoNO5Pa3nmkihPSV7mm\nAvMl/T/WfAVri9qNdtn1pDHob+aDnYdJX3ebTvp8qx6mnAnMlHQ5qfB6GXgb8FbSCb51u9cj4vuS\nVpKGAX8q6dDowyQ5TtJDiIjFkvYkVbT/SDqzcRzpZKVvAmd2IEETEf+Rq/WvkL5/+TRpXOT7pK8p\nvNjuc1Q918uSDiWdLXo86asGi/Lfr6fPSToi5uQTvz5BivFJ0rjfyaw5iafiXNLBzIdIFcwTwO+A\njw11wkfeB8eREvWZkjao7RK10S0iXspDH18jfU95I9LXJaeTztpt533+NVJ360mkE0cfIyW5r0bE\nsCdQRcSvlSbx+RLw8RzbPcCnSPMu9FRE3CfpDaQ29i7SZ8ELpEpzHlXDeRFxp6S3ktrmSaTPpitJ\nQ3+1J911M+bHJR0MnJHjGEc6aDqY9HldnaR/ThpeOIw0C9wq0pDCJ0jfUx/qeS7L3ze/FLha0rRY\nM6dDT6jxeRLWb5KOJFWW0yNiznDrm5nZYPGYdAGUbFizbH3SyU+rSF07ZmY2xri7uwwTgD9Kupg0\nRrwl6atRewJndKJL3czMRp+uVNJKE9/fJekeSY2+vmRrrCR9behw0oxH/0w6+emEiPD+s75yezbr\nn46PSefT2e8mfal8KWkwf3ozJ1SYWVncns36qxuV9D7APRFxb/5e3RxShWhmo4/bs1kfdWNMenvW\nvizjUtae7HwdG2hCbMg6lzg1G9Oe5cnHI2LI62L3gNuzWZv+zPO8FCtamgK6G0m6XiDr9KlLmkn6\nkjkbsjFv1tQuhGI2ev085v6x3zHg9mzWtptiQcuP7UZ391LyZdCyHcgXO68WEbMiYkpETFmfvs9h\nbmb1uT2b9VE3kvRvgV0k7ZSvP3oMcEUXnsfMus/t2ayPOt7dnedG/ijpsoDjSHPR1rt2qpkVzu3Z\nrL+6MplJRKy+dKCZjW5uz2b942lBzczMCuUkbWZmVignaTMzs0I5SZuZmRXKSdrMzKxQTtJmZmaF\ncpI2MzMrlJO0mZlZoZykzczMCuUkbWZmVignaTMzs0I5SZuZmRXKSdrMzKxQTtJmZmaFcpI2MzMr\nlJO0mZlZoZykzczMCuUkbWZmVignaTMzs0I5SZuZmRXKSdrMzKxQTtJmZmaFcpI2MzMrlJO0mZlZ\noZykzczMCuUkbWZmVignaTMzs0I5SZuZmRXKSdrMzKxQTtJmZmaFcpI2MzMrVMtJWtJrJF0nabGk\n30s6MS+fKOlnkpbk31t0Llwz6wa3Z7MytVNJrwI+FRG7A/sCJ0jaAzgZWBARuwAL8m0zK5vbs1mB\nWk7SEbEsIm7Jfz8LLAa2Bw4HZufVZgNHtBukmXWX27NZmToyJi1pMvAG4CZg24hYBqnhA9s0eMxM\nSQslLVzJik6EYWYd4PZsVo62k7SkTYEfAidFxDPNPi4iZkXElIiYsj4T2g3DzDrA7dmsLG0laUnr\nkxr0xRExLy9+VNKkfP8k4LH2QjSzXnB7NitPO2d3CzgfWBwRZ1XddQVwfP77eODy1sMzs15wezYr\n0/g2Hrs/cBxwu6Rb87LPA6cDP5A0A3gAeHd7IZpZD7g9mxWo5SQdEb8E1ODuqa1u18x6z+3ZrEye\ncczMzKxQTtJmZmaFcpI2MzMrlJO0mZlZoZykzczMCuUkbWZmVignaTMzs0I5SZuZmRXKSdrMzKxQ\nTtJmZmaFcpI2MzMrlJO0mZlZoZykzczMCuUkbWZmVignaTMzs0I5SZuZmRXKSdrMzKzoHnXgAAAN\nB0lEQVRQTtJmZmaFcpI2MzMrlJO0mZlZoZykzczMCuUkbWZmVignaTMzs0I5SZuZmRXKSdrMzKxQ\nTtJmZmaFcpI2MzMrlJO0mZlZoZykzczMCuUkbWZmVqi2k7SkcZJ+J+nKfHsnSTdJWiLpUkkbtB+m\nmfWC27NZWTpRSZ8ILK66fQZwdkTsAjwJzOjAc5hZb7g9mxWkrSQtaQfgUOC7+baAtwFz8yqzgSPa\neQ4z6w23Z7PytFtJfx34LPBKvr0l8FRErMq3lwLb13ugpJmSFkpauJIVbYZhZh3g9mxWmPGtPlDS\nO4HHIuJmSQdWFtdZNeo9PiJmAbMANtPEuuvY4Jr/8K1NrXfwq/fqciQGbs9mpWo5SQP7A4dJmgZs\nCGxGOhLfXNL4fPS9A/Bw+2GaWZe5PZsVqOUkHRGnAKcA5CPvT0fEsZIuA44C5gDHA5d3IE4bAM1W\nz0M9xpV1d7g9m5WpG9+T/hzwSUn3kMa0zu/Cc5hZb7g9m/VRO93dq0XE9cD1+e97gX06sV0b3Vqp\nnJvdpivq7nF7NiuHZxwzMzMrVEcqabNq3aigGz2HK2ozG2SupM3MzArlSto6phcVtJnZWOJK2szM\nrFCupK1lJVTOHps2s0HmStrMzKxQrqRtxEqooGu5ojazQeRK2szMrFCupK1pJVbQZmaDzJW0mZlZ\noVxJ27BGUwXtsWkzGySupM3MzArlStrWMZoqZzOzQeZK2szMrFCupG21QaqgPTZtZoPAlbSZmVmh\nXEnbQFXQZmaDxJW0mZlZoVxJj0FjqXL22LSZjWaupM3MzArlSnoMGUsVtJn1TqufLe7hGp4raTMz\ns0K5kh5grpzX8Ni0WWd14vOl0TbcTtdwJW1mZlYoV9IDyBW0mXVKPz5P3PO1hitpMzOzQrmSHgCu\nnJvnI3QzG01cSZuZmRXKlfQo5MrZzLqthM8Z93y1WUlL2lzSXEl3SlosaT9JEyX9TNKS/HuLTgVr\nZt3j9mxWnnYr6W8AV0fEUZI2ADYGPg8siIjTJZ0MnAx8rs3nMco4srWB5vY8hvnzpUwtV9KSNgP+\nDjgfICJeioingMOB2Xm12cAR7QZpZt3l9mxWpnYq6Z2B5cC/Sno9cDNwIrBtRCwDiIhlkrZpP8yx\ny0e33eGxrnW4PY8xo+mzpTbWsdRu2xmTHg/sDZwbEW8Anid1hTVF0kxJCyUtXMmKNsIwsw5wezYr\nUDuV9FJgaUTclG/PJTXqRyVNykfdk4DH6j04ImYBswA208RoI46BMpqObm2guD2bFajlSjoiHgEe\nlPTavGgqcAdwBXB8XnY8cHlbEZpZ17k9m5Wp3bO7PwZcnM8EvRd4Pynx/0DSDOAB4N1tPsdAc+Xc\nXx6bXovb8wAbpM+asdRu20rSEXErMKXOXVPb2a6Z9Z7bs1l5PONYjwzSUayZjR7+7BndnKS7xA3D\nzPppLHwGjYVub19gw8zMrFCupNs0Fo5Wx4KxcERuZqOPK2kzM7NCuZIehitlMyuZP6MGmytpMzOz\nQo2KStpHimZma/Pn4hqDfAEOV9JmZmaFKqKS3nXPF5g/30eF1n8+y9tK5cp5bHIlbWZmVignaTMz\ns0I5SZuZmRWqiDFpMzNbm8egWzdI55a4kjYzMyuUK2mzOgbpSNxGB1fOVo8raTMzs0K5kjYz6wNX\nzt03CD1irqTNzMwK5SRtZmZWKCdpMzOzQnlM2mwIgzCmZeXwOLSNlCtpMzOzQrmSNjPrElfOZRjN\n15t2JW1mZlYoV9JmTfDYtA3FFbN1iytpMzOzQjlJm5mZFcpJ2szMrFAekzYza5HHoq3b2qqkJX1C\n0u8lLZJ0iaQNJe0k6SZJSyRdKmmDTgVrZt3j9mxWnpYraUnbAx8H9oiIFyX9ADgGmAacHRFzJJ0H\nzADO7Ui0Zn02qGd5uz0PzRXzYBlN7bjdMenxwEaSxgMbA8uAtwFz8/2zgSPafA4z6w23Z7PCtFxJ\nR8RDks4EHgBeBK4BbgaeiohVebWlwPZtR2lmXeX2nLhittK0XElL2gI4HNgJeDWwCfCOOqtGg8fP\nlLRQ0sLlT7zcahhm1gGdbM8rWdG9QM3GmHa6uw8C7ouI5RGxEpgHvAXYPHeXAewAPFzvwRExKyKm\nRMSUrbcc10YYZr03gBVXx9rz+kzoTcRmY0A7SfoBYF9JG0sSMBW4A7gOOCqvczxweXshmlkPuD2b\nFaidMembJM0FbgFWAb8DZgFXAXMk/Z+87PxOBGpm3TNW2/MA9ojYCIyGs7zbmswkIk4FTq1ZfC+w\nTzvbNbPec3s2K49nHDOzgeVK2UY7z91tZmZWKFfSZiNQ8tjVWOaK2QaVK2kzM7NCOUmbmZkVykna\nzMysUB6TNqvDY8/l8bizdUv1e6u0tu9K2szMrFCupM0o7+h5LHGFbNaYK2kzM7NCuZK2Mc0VdOft\nuucLzJ/v6tisE5ykbUxxUjaz0cTd3WZmZoVyJW1jgitoM2tGaZevdCVtZmZWKFfSNtBKORo2M2uF\nK2kzM7NCuZK2geQK2swGgStpMzOzQjlJm5mZFcpJ2szMrFBO0jaQ5j98qy/cYGYtK+UzxEnazMys\nUE7SNtBKORo2M2uFk7SZmVmhnKTNzMwK5SRtZmZWKCdpGxM8Nm1mo5GTtJmZWaE8d7eZmVkDtT1w\nvb4uwLCVtKQLJD0maVHVsomSfiZpSf69RV4uSf9X0j2SbpO0dzeDN7ORcXs2G12a6e6+EDikZtnJ\nwIKI2AVYkG8DvAPYJf/MBM7tTJhmneGxabdns9Fk2CQdETcAf6pZfDgwO/89Gziiavn3IvlPYHNJ\nkzoVrJm1x+3ZbHRp9cSxbSNiGUD+vU1evj3wYNV6S/Mys6K4ol6L27NZk3r92dHps7tVZ1nUXVGa\nKWmhpIXLn3i5w2GYWQe4PZv1Watndz8qaVJELMvdX4/l5UuB11SttwPwcL0NRMQsYBaApOXjJt3z\nPPB4i/F021Y4tlaUHBvAVnBPqfFtBezYo+dyey6HY2tNH2K7p9kVtwI2afVZWk3SVwDHA6fn35dX\nLf+opDnAm4GnK91oQ4mIrSUtjIgpLcbTVY6tNSXHBmXHl2Ob3KOnc3suhGNrzSiIbXKrjx82SUu6\nBDgQ2ErSUuBUUmP+gaQZwAPAu/PqPwWmkQ4xXgDe32pgZtZ5bs9mo8uwSToipje4a2qddQM4od2g\nzKw73J7NRpeSpgWd1e8AhuDYWlNybFB2fCXH1oyS43dsrXFsrWkrNqWDZTMzMytNSZW0mZmZVSki\nSUs6RNJdeY7gk4d/RFdjeY2k6yQtlvR7SSfm5XXnN+5TjOMk/U7Slfn2TpJuyrFdKmmDPsW1uaS5\nku7M+2+/UvabpE/k/+ciSZdI2rBf+22Q5892Wx5xjG7LI4+tmLac4+lqe+57kpY0DjiHNE/wHsB0\nSXv0MaRVwKciYndgX+CEHE+j+Y374URgcdXtM4Czc2xPAjP6EhV8A7g6InYDXk+Kse/7TdL2wMeB\nKRHxOmAccAz9228XMoDzZ7stt8RteQQKbMvQ7fYcEX39AfYD5lfdPgU4pd9xVcVzOfB24C5gUl42\nCbirT/HskP/pbwOuJM0K9Tgwvt7+7GFcmwH3kc9zqFre9/3GmuktJ5K+0XAlcHA/9xswGVg03H4C\nvg1Mr7deaT9uyyOOx2155LEV15bzc3atPfe9kqbg+YElTQbeANxE4/mNe+3rwGeBV/LtLYGnImJV\nvt2v/bczsBz419x9911Jm1DAfouIh4AzSd8BXgY8DdxMGfutYhDmzy42VrflEXFbbl/H2nMJSbrp\n+YF7SdKmwA+BkyLimX7HAyDpncBjEXFz9eI6q/Zj/40H9gbOjYg3AM/T327E1fJ40OHATsCrSVP0\nvaPOqn1/39VRyv+3GUXG6rY8Ym7L3TPi/3EJSbrp+YF7RdL6pEZ9cUTMy4sfVb5Mn9ae37iX9gcO\nk3Q/MIfUTfZ10iUEKxPT9Gv/LQWWRsRN+fZcUkMvYb8dBNwXEcsjYiUwD3gLZey3ikb7qbj2MYTi\nYnVbbonbcvs61p5LSNK/BXbJZ+dtQDoJ4Ip+BSNJwPnA4og4q+quyvzGsPb8xj0TEadExA6R5oE9\nBrg2Io4FrgOO6nNsjwAPSnptXjQVuIMC9hupa2xfSRvn/28ltr7vtyqN9tMVwHvzWaH70uT82X3i\nttwkt+WWjYa2DJ1sz70e+G8w6D4NuBv4A/CFPsdyAKn74Tbg1vwzjTRetABYkn9P7HOcBwJX5r93\nBn5DmmP5MmBCn2LaC1iY992PgS1K2W/Al4A7gUXARcCEfu034BLSeNpK0pH1jEb7idQ9dk5uG7eT\nzmrt2/uuidfmtjzyON2WRxZbMW05x9PV9uwZx8zMzApVQne3mZmZ1eEkbWZmVignaTMzs0I5SZuZ\nmRXKSdrMzKxQTtJmZmaFcpI2MzMrlJO0mZlZof4/Qzi7HCSVAMwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2da4588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = RandomSizedCrop(p=1, min_max_height=(50, 101), height=original_height, width=original_width)\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_scaled = augmented['image']\n",
    "mask_scaled = augmented['mask']\n",
    "\n",
    "visualize(image_scaled, mask_scaled, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's try to combine different transformations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Light non destructive augmentations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6a/t5U9x5mY089eox05hBPafna1JfoWX58cbYqj/NaxMdV+v5IpcvX+5m0tJz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3e2cc3a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = Compose([VerticalFlip(p=0.5),              \n",
    "              RandomRotate90(p=0.5)])\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_light = augmented['image']\n",
    "mask_light = augmented['mask']\n",
    "\n",
    "visualize(image_light, mask_light, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's add non rigid transformations and RandomSizedCrop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Medium augmentations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Fpv0mEhcb/YfpNQCeUUq5Zafrs9thZr+Jzsnn4BRHtkQi8fcY1mVr+3kAX1VK+fWdrg8j\nbdI7gN72uY+OraJTx5xDp2ZPDISZXdY49uno1FVvyg90IpHo7e176NhedBqCM5hc1GUUSHX3zmAv\ngL8zs19Ap5q9EsC/Qmdz/eHtUKn/PcMNZvZN6JIM3I0uFvRGdLbs/7STFUskEqPBQQC39vPu+9D5\nrjwDnef995etqYZHgwvyke7trS9FZ899eSnlRcElf9+whu6D8lR0DgiG7mP9nFLKT+1kxXYp3o7O\nU/256Lxtj6PLHPX9pZR37GTFLgXkeE5cIjiFLv/CV6NbsQzoErV8Synl5h2rVYBtt0n3AebvQ+eN\nezs6j8hnDHGwSCQS40KO50RiZ3EhbNJPBPCBUsoH+zi7W9AxxkQisfuQ4zmR2EFcCHX3ddi6TOPt\n2LogwgT2799fDh3aXK+C2X0X94+J3/k8dbwug7dLS0tT95WmQd17fX29dXpYR79O/V63AdeR2yeq\nYwQub2j7q/OnwctYXu6WiV1Z6bqkP6O3y/nz57fs+3bovdQzqH0+7tsh94v6rz8bb/n8O+64455S\nyk4nV5l5PO/du7ccOHBg4njUr1TbDjlv3rIUZunD82AWDWZ07tB5kI/POh9M20ZzUVT3qG7bNZfN\n+vt2lfnggw/i5MmTc3WqC/GRblVkokXN7EZ0zj04ePAgnvnMZ05MyGoS89/PnTsHYHPCPnv27Jb9\nemL1Mvbs6Zz79u7tFsS57LLLthzfv3//xjV1GVym73sd1tbWttTB68hQdT91qgvRO3PmzJbfHcvL\nyxsfsn379m2ps3/YHF53/rDxPdWHx8vjD6bDy/Fn5Q9t9PEppUx8bH1Sv+qqLrnTIx7RrVN/8mSX\npvmhh7r0yA8/3KUVPn369JZ7cBv4s3udfMvPoD7+Du5b9TNxmdx/+Ty/1vuc9zXf9/ZZXV0FANx0\n001/h53HzON5//79+KIv+iIpjPhW9Zch23mu6evZ3K+eo3l8u1E2lz6c+WOq5iKeW3jf5yg/3/fV\nB4/HFm99/lldXd045n1Xta/fi+umtmq+VKRmVhJWHx/67lUZfA+HmeHnfu7nppY5DRfiI307+mXR\nelyPfvHzGr2h/mYAeNSjHlXqj5B/QHkQ8wv2iZM/aK1JkjucN6hf67/z5K8GQvUcE/eqz/fyue78\nUVcfeS9nZWVl4kPkv/nAiAYEd3D+ILFgwp1OTbL8HnjA8r6ZbdTJ29s/vv7hOniwW2zs8OFunXsW\nqlyo8XbjyYE/oNx2PAnwBMbvm/ucb+tzub24D/jv/K79Wbi9RoKZx/ORI0dK6yPE26j/RVqpIdco\njZifxxNq9Txbrufy+Dz1uyp31t9adVIfpmjr4H4aaQd5W/dr7vt+LbfvUDY/lO1Hzzbk48zPEN1L\n3ZuftZ4vFxH6LoRN+i8AfJyZPbaPSXs6uvV7E4nE7kOO50RiB7HtInsp5Zx1K5D8HrqQjZ8tpbTW\nUt2CpaWlDQah1GAs2flxZybMVFqMkc9llum/s6qXpVelZvHznRWxutTLd7W2UtHz/rlz50JVjreb\nYg9K2mXGzb8zWFvg4Gf0ba0W8/L53bla+5577tlS1yuu6FIEO5P2Ovm+M3Avx8tlbYzXwbd8f1bh\n83Fm1GtraxPvkNtPmRm4LH92pbrfScw7nocw6YhZczsOgbqGmR2fF/l1KPaqznfMw6DmtR3zPdV8\nwc+s5gvFpLmfnz9/Xpq4uE5qfpvXTq6OD2XSLSYelT1UQxG1yVBckNmglPI76FYbSiQSuxw5nhOJ\nncNoRPalpaUJBu1gx6ShDifOdM6fP7/FhghMshUl7bC9l1mkchJSdfXr2JuZGX5LumVnKN9nOzsz\nYSXFsjZB2VYYkVMO22392RwHDx6csDH7ue4gdvz4cQCbjmRXXnklgM33wf4L7GDiDNvbprbtA5PO\ndw62r7vNnLUzpZQNBuznuG2ZmQa/Y9ZcKCfD3Y5ZbMvTMIRRR/bW6LqhDNCh7MFDUWsauMwh106r\na8SklaYsuv+0eWNWJj3Uq1s9m4Kak4Y6DA65d8TSt5tJZ+7uRCKRSCRGilEwaZfElGTCUhZLJsxu\nnbnUTEV5TTNDVlIP/87ew0qaYsbs+84InYX5dcrTsiWtRpLbUFsfPwtLjuwDwFInh2YwG2Wb1urq\n6gYD9lArh7+fBx98EABw7NgxAJvtdPnllwPYZNBs73Y2y5oTZsS+dUbN9nwv35/Zy3PtzNramuwr\nrJlQ4SlepyhGfrciCi1SLDdiU7PcM/LGVnbayC9jXht1ff2ins0KivmxRnLe+7Zs1dznVV22q4+r\n9o6YtGLkQ5j0vAx6iOf4NCSTTiQSiURipBgFkwa2SlZKl6/ifdlDms+rk2eoYHn/3RlUJB2xFzHH\nwrJk7myKE1ewLdXPa3mNMyPjuFolPQ5l1Mz+Wcug2KYfZ1srS8u1vdgZrD+DM2Rmlc423UbtZTiD\n9vZk27TypPatM2K+nu3IrPmovbu5L/g5ztL5nqpMx6XCoIHuWZg9DPXeVuy3ZoRD7amtxBItDGVY\nikHP6pVcnz+UuUZlRgx6qL1X5VGY5tOiPMiZYc/bXpGGY1av7lnuOautf7ts0Y5k0olEIpFIjBSj\nYNKllGasnZKGotSNzGDOnTsnMw5xfC2zSeXNrerGGcacsSl7Lsfxst2oZrkqPZ+SElWmIGVHU57p\nzNj5d39mZtoObpPTp09v2Jz9Gs8w5jncvYwTJ05sXANstQnXW/b6ZvD78a2Xx7ZtTn3oWy9///79\nEx7qXpZrCdz725+B+4KDGfV2SeA7iRZTUn4XEdtt+aQo27K6Rt2Lrx/KpHl/KFObxqAvdHy0Oo/n\ntFnnjVqzoWzTkb/MUG2BOj7Uq3sIFmXOQ7U3Q7H7Z4NEIpFIJC5RjIJJr6+v49SpU2GGK5ZomOlx\nlqhWGcoupqDYKdugHSxRqoxiHBvLdl6O763rynVW2cqird+TvY7ZxhrZwtmrvs5EBGwyylqz8cAD\nD2ypg1/rubt9wQ1uX2fU3L6cKY696tnWz9d7Hf3ZmFn7e/H67du3b6JdvA5eR39GP88ZtXugqzqO\nKePYIhjKBBWzVvullMHMeShbVfca6h0cxU1PY1ORfX1eRh3FLCsNpdIaTsvxrTz3o0iToc+ijkds\ndxZbNJfN7XexGfTGfbellEQikUgkEtuOUYjszqQdSnJkluTnuQ2wLg/YZEkrKytSUnZEWbRYKmIP\nZmXTcnhdeJUttgtNy5Q01OtSZUNTXrR+T9YORLYxfnZnn35fj4HmuOnl5eWNY84u/Z6eWcwZqzPY\nOntcfU9+Fl7VStnNve6cS93hfcq3nHFsaWkz/zjb6Nnr3ctwD3XPqsa2erWs5m6DR1NELChiuYrV\ntpjb0K1idiqyYdZ4W9Uv5/EGXzROmveV9oHnHG4T9vFpzU2qvYfmRo+eQf0e2YuHltcqi49fbAbt\nSCadSCQSicRIMQomXUrBmTNnpFe3g2NYHWxb5dhl9x6vj7G0qGwlSlJTdmBlN1cx35zXetp9lW1I\n2bmVTYmlebX4u7JZsYc0s1POZOZMsm5jP+Z1dE2K23E5T7m/W78Hx7k7lPc2275bcc/1+Z772+O3\n+dnOnTu34dXt2hHvdyobmmsHjhw5AmCTWbs9XHnP7kasr68P9qhVzz0txpbHr9q2oiTq44rZcp+f\n1Wt4qA27/j+ypw9ll60cC63j6v6q3ZXtelpZSmMx1NasfndsR1x0dG+1DsM895gHyaQTiUQikRgp\nRsGkga35X9meqCTsVhnApDR9/vz5CQbtUN7baqvQ8igHNiVJZ1POIDkXNJ/PTHxa2XyuYv1KC8Ds\ntOVZXp+n2Cszc7/eGWUt6bP92tkoe297ezFL5Wdk5s02an42fl++z/HXbI/z+pw4cUJ6frtnuj8j\nP4P/zkycIwF2K2qmCwy359bX12iN0ci2rDzEI09y5WOimKCyq0fMex4mrRB5kqv9SIugnoGZdimT\n2eUcSns36zOp34cy6SH3Ve9qKIOONBTzIpl0IpFIJBIjxWiYNDDJWpnNqHWkWVJpeSFyDK9DSYm8\nvnPEMpmpK8nO2RQ/M7PUlo2Nbb2RFOlorYVcb1li5HhoZvPKi7xlt63hz76+vj6R0cvv5fZZ1qYw\nG+f3qWyNvnW26lBMmqGYfd3Gfk9nxs6U3Z7t+5yhzJ/Bs6xN857dbWgxaeVdHLGdFmNRDJrHiOrj\nfDyK7lBaKfUMilHX5/PzKj8Xx6xexJH9VjE/5cPS0lC26tkCt0vE7qNnGup9z9epetU+P0MjfaIy\n6zl9ETadTDqRSCQSiZFiFEzava+ZzbA06lD2WnXevn37JqRTZul8nJl1lOHIwfYalf+a2apin7W0\nNlRqV2BbslojW8WjK8asMhFNe28qxtrBOdUjz3Pe5zhnt/dyzHbkq8D2emf6tQ+Fb50p+z09H7kz\namfQbrv2OHLfsnZht6KUgnPnzkkP6llZzzQbtbIZK6Y81Cs8YlWqHDU2HS1t11DbZaR5iNpzqG/A\nrPbe8+fPz6394WdR0TZDn2GoV3irLw59XjXPKq1oa+2IWTCaj3T9ceIPXOS2rwYKq0iBzcmWnXU4\nDIk/1g61uIdK5cgfRi+f1bz8+7SBqzqDUj8zWHDgduY2cEQDgtvfy22pxdS13C6Rip7vxUIQf2R5\ngQ7vB2oJU24Lv75+Fl7+kvuUJy/xjzSrxdmRjE0iuw0+npXqOTLPzKLGVZMv3zv6OEcf5eh8tR8J\nKq26q+edNyRr1g/b0NC5+noe49HHMnrnSjifVYU/9Bla6u7oY63manZWVaa0oUh1dyKRSCQSI8Uo\nmDTQSSdKrcDqVz5PLbFYM0RWXzvTUuyHJXIlNSk3fcVymYkz82PW4SilTLBCDtnxLbM9JaHzohPM\nxFXiF7/O1bq8ZGaUuKVeJJ7rwu+Jlx/1uvCiIOxg5myU3wczZz9PPTNLw3U/URIzb/2enrDFn9EZ\nNKvmLwV199ra2swsdqjqsvWbYqpKjTqUQUfsKtqqUK96vnNMY9nTnnFWDG3veVS0qo6zak2U9oB/\nj7SsjGn1GtovVaIWnudq7d0izqDJpBOJRCKRGClGwaSXl5dx4MCBCaamlkacxpjrbSslJ9uqmFGz\nFMRSEttc2Bbq9+KlEyOJ0M/jZB0Od66r68oJOJyp+ZYXzOBndjCLZRbJbEAtB+nlct25HmfPng0X\n+2BplX0EWCJWdeGQuaGOfnVd6+vdbtwq0xmzvx/e8sIvvHRly4diN8KZ9LRwQmDxxSxax/jcKIxI\nae/U76rO0dzT2i5qU2atQNQmjqG27aG26VrLx/dQdR/KgIcy6VnRqldUR8WgWXPG/ivJpBOJRCKR\nuEQxGiZ9+PDhieNKOuUlAZnBtSTJSJJhRutwqYk9lRWLdzDLYk9ptnHyszIzr6VVZvdehi/Y4IxO\nJQRRSROUVDpU4mdG7mixCG4PFd7FYU5sW2QGzSyfwW3GiV4UM2dmsLKyIv0LeIEXtl3zvZV3/m5F\nKQVnz54dbLcd6mnd8uqOmLTS0KgFcSIbNPdD7i/K9t1i1kM9nVVfVnZbZZdXjDqyPUdtubS0JOvg\nGBrONNQuPqsdfQiz5/7G10YMmsM8XUN2+vTpZNKJRCKRSFyKGA2TPnTokPSEVp7Uyl7kqCUftYAC\n26KZuSnweSpZCteF66ric5311lIrewuzpzI/k0t0HDPM0ifHekfe9F4nXqpSpW/lcldXVyfeg2Kd\nzHjYvu0e0co73rcs5fJ7Z42JShAzLdUf+1A42MvZn9GXw/T3yDbr3Qq3SS/qGT3NPhwxMr4mWiox\nsv9G9nLWrKl0pfUzzWqDV57j/AyOoclPorZR80bdNjzepp3buldkW57Xoz2qzzR/By5DRb+w7wlH\ncySTTiQSiUTiEsUomLSZYWVlJfQu5thjJfG17MMcw+ZSDy/owPbCCGxzVrHFilWynZifvZbEmX26\nxMZZzJR9NbJJKWbI0q7SWHCdfcsxzevr64Pj1FniVvHSzKhZ08HaB2WLjmxd9fvl9mUmrWxcDrdd\nM8vf7Uwa6NqPxwa/06Ee1C2P6sjGOdRbe1ZGre7HLIvHe2txnCEagyFQERGKQTN43p3V3lufq1j+\nUC3JrFAjxLXPAAAgAElEQVR1WoS5cplq4Scfpzy3OIP2b8uOeXeb2ceY2R+a2a1m9i4ze15//IiZ\nvcHM3t9vr5i7dolE4qIgx3MiMU4swqTPAfjOUsrbzexyAG8zszcA+GYAbyylvMjMbgJwE4AXTCto\nfX29KW0wa2IJh5eP5NjYWpKMssQws2abpYPrwAya7bTs8ets17fK69BRszBlv/VzfKEGZ5VsV4/Y\nhP/O+bPZ3sbXsQ1baQ1qBh55dfJ5/KzMkN2+y6xW+Q5w+dNi64FJafrs2bMTzxfFi3P/5gU52Ev0\nImPbxvPS0hL27NkzEbmgtEVKazKNFc/qGT5rTLZjqG1V+WPwfFMz6qG2+FkxlEGruWdW+2/LR2BR\nDUWEyJs8Os71al2j/IzYe5u3/g2pfYbmyd7mmJtJl1LuLKW8vf//OIBbAVwH4KkAXtWf9ioAT5u7\ndolE4qIgx3MiMU5si03azB4D4DMBvAXAI0spdwLdwDezq6PrSylbmDTbnhWTZk9KloBqSZRZDJ87\nLVtMfT2z0yi2lT19Gcoex6ys/o09nJUNWjE6rju3n1qyUmUqU6xFYZpUyfdUtmO2/bsUq2Lm2T6u\n2oTj5JVvwZ49e2RmPGWvZKbCGgrWuuwUFh3PS0tLOHDggIyoYO2U6ofTtB6K0aptlJVwKLNT/YoZ\ntcqLXz+bikRwDGWByrdkVnY59Nlb1yub9FBGrTQbqk1mfbboeOt31vioCBFmzn681uLtCJN2mNkB\nAL8G4PmllIdmuO5GM3urmb3VHzKRSOwstmM8D3W6TCQSMRZi0ma2im5A/0Ip5bX94Y+a2bW91H0t\ngGOta0spNwO4GQAe9ahHlfX1dZmJSWUJ4vhcZRe2ytM0WmtZSeLKO4/Zj9+TVzRSXt2eC3r//v1b\ntl5ebV9XHurebszQOCObyqam1lB2qPzkHH/N4PJqzYZag5nv6deonObs6c+x4b719mbti4Pfs4ok\nqPtF5NXtYKao8gEsaotcFNs1nq+88spy9dVXT8SNcs55Ztr+7lRUR91fVcxvxKSV9mKorTpigpEt\nuj6uspJFMfr8zIzIjh6VN9Q+X7+XoWXNux3KoKPtNO2DiiJiJs1e3MywWau6vLw8t/c6sJh3twF4\nBYBbSykvqX76DQA39P/fAOD1c9cukUhcFOR4TiTGiUWY9JMAfCOAvzGzv+yPfS+AFwH4FTN7FoAP\nA/i6qKBSuhWeXNJ2CYXjKx3sVczsqcX8lBTJTI3v4WVGayv7eezFzXViD2pn0u6Z7dvWesgs0XkZ\nzFBUOzGr99+Z8TKz5vIipjeNPahn4bqr3OjKX8F/93K8DznYq17FczK7U3b+lZWViZzoSmMRrZLD\nzHGHsG3jeWVlBddcc80Ew+D4fvb74OgF7hu1TVvZtVnzwX2W+xX7EXB/U6wy8ibnLH7TmLTy4VB+\nNBFmsSW3MNQ+PA/mZdB8vUMx5qH+DXx+/T9reLi/Ks0Pz48rKysLacfm/kiXUv4YgOLwT5m33EQi\ncfGR4zmRGCdGkXFsfX0dp0+f3oh19XV2XWJxRCseKSa9vLw88ZtLZMysfN9tymwfZzBL5cxXkQc0\n26SdSbMN9fz58xMZvRwswam4U96yvdah4rHVak0spap42JoRqXZluzozHWX/8fL8mdmT2N8Lazr4\nvorNOer3ye+Y+wCzKs5MFEUY7Fbs3bsXj370oydyGyvvWLUuureTn19nB+RruUzuq9H68OzfovwD\nlO1aaXwcrf3Iq5vvrTL9qX2us2Khkb10nljm6NxZvem5zhGDVkyaI2Lq46ylYyatNEP8vlr+NIsw\n6Z3xUEkkEolEIhFiNEz6+PHjG0yaveZcUuEsUkoSbXmFKxauPHHVqljKtsEevipLl4qDHhJzHK2h\nrOrGXqPMFljy431lG2R24lBSbc2smAlz3dmW52B2z8xJxb96ec5yXYPBTD3yOK59CSJpXWViY694\n/93vxTbt3YY9e/bgYz/2Y+XKZmrLtnrWPPj25MmTG6za5wqfO9QcwnZD7psOtSJU5NXN79IxjXVG\nnsoqJ7e6V7Tu9FDGzP04ssu3yli0Do4hGglg8n2q3Brq2YDJuV4x52jVMPZVSSadSCQSicQlilGI\n7J67myVIZlNDYxmZja6urk7YDZUnLmcMYklcxbYq+2srU1W9r2wqrcxmbEdzKPaoJGsuh8/n9lQS\npjMbVS9HS3pW2Xy8HbydOCeyimP266P87/7e2RdA2eVZivZ6nD59eoPxcTw62/o5Uxv339YqYbsZ\nq6uruO6666SmQcWJsxaLvcHr+FRn0u6/cvz48S1b9m/hrFBqNTSus/IDGRrTrmysrSxUPAeojGRR\nzLCqw7y2ZzXf8vzRKmto3SIMtUGrbXQ/jzACdIY8fl7WwqlcGHv27EkmnUgkEonEpYhRMGkz2xJ3\n6pJIxByV/ZZtgcvLy+GKRVFuaCVVMVRcn7MtjuP0+6sVg2qpVdn2WJJTUj4zYrbTKU9V5eXITFp5\nJbdWwfJjKt+t38PbjTOOKa9wfka2n/v1bNNkG7WD33utWfEy2Q/BoVYF4zWw/d7KxrXbsLKygqNH\nj0rfETV+VaYn3p45c2Yi65Mz5wcffBDAJqN+6KEus+kDDzyw5bif5/3Ar2eGze9CaQfUWsx8vO63\n0ZoDQ7NoOWaxv07bV/kQprHBWftsVBdGxKBVBApfz6ivV/1O2aBVzH1rm0w6kUgkEolLEKNg0ktL\nS9i/f7/0tIw8rJUtusUoWVpniZfXCmXGxbbTVsaa+p7sea08f1mSbOXZVrHaaoUffjZlr1XZvvg8\nZqUcW6ykWW6LlvcyxxJ7Gc422absUO3MHrDKLsqx+A7lOV+3pdKqqExrrPHxZ+Msc7vdu9vMsLy8\nLNdwVpqH+vppaGWsY69utlU7c3ZGfd999wEA7r333i3HnXkzQ1cRDSrWOGLYgGamihEPZdLc94fG\nIg/NMLYdjHqofX1W5qzmOkbLhyjKqa8idFSkTj0vL6IdSyadSCQSicRIMQqRfWlpCY94xCMk22FP\nS+WdrDL1rK+vT7BFl3qYDanYTM4vHNmDpjGw+lm8POVlXoMZibKzM4NmD1Uuh7MtKVuisnGp67lt\nawnUr+X25CxVflyt3axWN2ItwVAtDB/ntq3fi2qfKLuViulWGeB2G9bX13Hy5Elpk1erfkX9upUP\nwP+/4oorAEz6NLAm7P777wewyZzvvvtuAMA999yzZevM27fM1DnjWcTclMZt2rnMiKMYYHX9UCY9\n6ypss9hZZ2XYDhXNoRi10jZy+S3tYOQ7EfVLH7ezZGYbgmTSiUQikUiMFKNh0nv37pUZsWb1pFZZ\nquprlB2R7avMqNQ9FLtUWaeU1ygzvrpcZl68shMzDZbyuW4cn8vtzVKp8qJnpqw8XF0r0ULEOrm9\nuQ38PLfrshZh1phSxdTr+rD0zteqfussz+2mzs5aWeZ2I86dO4e7775bZvWLMt2xtqRl8+NV59hj\n/vLLLwcAHD58eKNOAHDVVVcB2GTIvu+M2m3UvnXm7bZq3zKz9r6tPINb3sazxkMrbQ9DrUsdMepZ\n468dtc111mujeypbs7IfKy0Cl9eaV9QcrmzNUfZK/p7Ni2TSiUQikUiMFKNg0kAnnbANk/c5q5SS\nUFoSZxSzyfssoXOcs0KUz7UVw91CS0ug4m2ZSSsvbpawlW2aY4qj/MZcL16bm9u+ztbF7FuVzVDs\nS0nQKkc773Ndled8HROuzlH+Bw6VE3234+zZs7jttttCe7+Ky1Xxp96v9u3bN5ExTm1Z48J1YAZ+\n6NAhAJsM3G3XzryZWatMZ24LVxkL6zpE8eMq256CimyIbNKzMun6PMXKp2X4qtHKC9HaRt7cQzOM\n8e/Ly8uhz8+0qKFpdTt//vxCWQSTSScSiUQiMVKMgkmXUnD69GmZM1XZeRxDvBcjiYrZ6VBpNbJ9\nRPHRqty67kAntSkWPnTFHpWLl8HaBRX3y+ezxKnirc+cOTOxdrCKNVT2Hod6JrZrqoxlKoe4ioet\n308rR3y9ZVbg2gP1Hp19LWrD2mmcPXsWH/7whzf2Z81T72DtU82kPbbcbc++f/DgwS1bzljH/cjv\n4dezdurAgQPNcp1Js7e4b73OnDu8ZQuN8jsom7RCxGpnjYt2eJ3ZP6eUMvFOh9ZVRcnMy6Bn9T2p\nn0X5SChNQxSrXUeWzGqrr5FMOpFIJBKJkWIUTHp9fR2nTp2aiF1TOaanZfFR+0NZZpSlJ7KxcBYu\nlmJVhjGWBFvsmCU9h5LkVJYkJfFFsYcqlzIza+WdW0utXqZ7xSrv7aHag6gOzqScIfF74jzczqid\n/XJcbA3l1am8Q70ubjd1Oyjnjd6tWFtbw1133TVzvuXWym/ApKZmz549G++RGTVvnfn6ed7m3B/4\nHm7z5hhYP+7lsW2cs8axXdg1R9OiA5jJca4APk+1r2Mok1b92MERDq3IE3XtUM2kY9bMYpEnvEPN\nw8vLyzPbmrmu0+qcNulEIpFIJC5BjIJJA50EFNk2I1vW0Fy46lirDJWlS3kLsyc1x3xHsXTKK7yW\nVpUHJMdH81rIirlM80qcVh4zvsgrt/a8dQbiNjv3inWoDGMqZlFFAjATUpoNBtuuvTxHLRlze7C9\ni9eVrm2rNVhDsVtx/vx53H///XK8cj9VmhzVDmY2YTtWDNdtyr51hu3aC2fa/jvbpn3M+btSeRA4\nZwHbwv28Os6asxhO83+o6xLlvR7qs7NoZqx6zuKYbwePt3lzdSuWGsWWKy1CK5KA52alOZyV1dc2\n+3mQTDqRSCQSiZFiFEzaV8FiRDZWZoiOli2MJSi2a/txxWhZilVQ0q/ywFbXtWKbI5uTtwvbNrnd\nhkqj0drMqt1bNkRgk1UcPHgQV155JYBNZuFxqG6z45zmzD596/d0VqK8s1n7wBK/koan2am4/fha\njtF1dudbZti+v4j9agxYX1/HmTNnZJsyK2ImyeO7db3KfscaFl6z2xnzkSNHAGzGQx89ehTAZg5w\nZ9x+PduDWQsS2a69vNobnLVIvKZ6lCsgYsARW53Vz4bvW4+pSAsQ1cUxxL7buo+KsonqXrexH2PN\nocrTPlQrkKtgJRKJRCJxiWI0TNolzhrMENnTdogtwH9XzJjZIDNYlqAVlCfk0NhkVfeaVTCb50xE\nLvnxCl6RTUVJ1MqW6GCtBNfD4W1Yr5/s/zuj9oxNnOHJ7+0MhZmRsy2uC/cRfqYoFzs/U4tJK8bH\n94g0Fo5ZVhUaO0opMg43srWqVbPqd8Gs3N937T3dKsv7j68n7czZ+5/n8mZG7Zo+1n74GPTf/T4c\nt+39vM5cxlnMPJaaY6qVH4XS0iko+7BDaZEUWuVEfVzdK4qhn3fd6Mg2XV/P85f63jiUnxK/j5WV\nlYXG9qUzKyQSiUQicYlhFEzazJpr6LJ9mL1n1Tqr02wtKtY6klbVms31M9TXOZSUy0xZ2TXrZ/P2\nYA9nttkzk2bbvcoYpjzPua1Uvm22D7NNvI73ZO9aZxrOpJ3pOMPxezCTcXCWL47D5vcYxZaqNqgx\nizcyMCmRs+c4exTvdigWpbRLyvO2xZ6GxmB732NWxO9MjSFntRxnzX4FvmVGzatwOdM/ceLEBpPm\nbGWcB9yvUePXMW+/idiug+fKae8jsk0rJq3e46wMmhH53dS5G1RuBI7amGWbTDqRSCQSiUsQo2DS\npZQmC4nioaNVSVosVtkoVP5lXiWnlbe2tXUoOy8/L0vyLbbLsb/KZucsQMVJ12XW5XBdVFtF9nOW\nQP0+NZNk27Iza84U5ev6OrtQGo+hq4spKI93R8ueH0nzSnvi74XZPseG73YMHRvsY6F8HWq2pbRn\nKmcAH2f/Dfe0Zl8V/53jqFXucLZd8wp1NYN3lu6M2SMdmFn71uvI4zvyOo7swwqK5bbitYd6dUca\nwyhng8rzrrQz6hmmaSp5fPq5/E1QsfGtnA6LrBE/mo/06dOn5aSm1LMqcL41GUQdVIUN+UeE0wjy\npBCpoiL1jgp3qusdpRb1c/1aNYjVx1ktsRippFitrdJb+qS0vr4+4cjjH2kVAnP33XcD2JzIlODB\nHzpORsEDidudBRv1nlrvhdtTpXFVAhkngdmtKKVsWVRg3o+FSn85zYwVCe4Oft/eN3lcc5921TOH\nCnI/VBN4LVSyyt3L5MU73PTjAit/tL3urMpXKuJZP9bKqXKIw1jkGKbmT7XP5ajlTZXQxsJbvY3S\ntPo79G8Czyn8jahNcDuq7jazZTN7h5n9Vr//WDN7i5m938x+2cwmjc2JRGKUyPGcSIwL28Gknwfg\nVgAH+/0fBvCjpZRbzOynATwLwMumFbC+vo7Tp0+HTlaOKCF8S2JXDmJeBku8ShJWTJrVoUq9ouqj\npN5aulPnqlAKFb7A2gJm2ByKoJYMjRbcUPet/3f1IKdndGbNKWFZTakSXjArVUyatQ6sjVAJW+p7\n8G/KAYrBWhNOprBDWHg8u/lqVuYcOZpNOzaUrfMY8veuliVU4Z+sEuX+xw6MDmdhy8vLMqzQxwSr\n2NlpzRk2s0h23FRhR1EbMaJ5uT6mtKDKcWvoNhpj0VjjMVfPbczO1YI4zKR9y9+M+nu2Y8lMzOx6\nAF8G4OX9vgF4MoDX9Ke8CsDTFrlHIpG4OMjxnEiMD4sy6R8D8N0ALu/3rwTwQCnFqcDtAK6LCnHJ\nmxfWUIngWYJTiecdLTuxskGr5RXZMcmhGLoKB2MJkyVAtoXWtjNmfRzSo9g6b/0ZOayJnWa8fA7p\n8q26v1oMw3Hu3LmN8JNjx44BmGQNLp3yco5+ndvtlAZDsQG2VSr7vpLgazszlxW1Px/nECP+fQew\nbeOZE9oAuh0UhjhnzsrMHIqZcblsN1apcZUGjBl4nRqWbZlcBx8/Pjai1JiqTVgzM9TpVaHVr4eW\npbR83J7RcrjswMsOpMqXRCV2qsuKNByKObMfzI4zaTP7cgDHSilvqw83Tm2+LTO70czeamZvdYeJ\nRCKxM9jO8dz6QCcSifmwCJN+EoCvNLMvBbAPnQ3rxwAcNrOVXvq+HsBHWheXUm4GcDMAXHPNNWV5\neXmCVSr7whCmDEyX1NmmwV7B7JmrylLJT5SEz1Is20gcLe/TyMOUbb8qnEy1gbKz88Id7k3q3qVs\ny3HWy96QrUQwXsZdd9215Vwvy23Vyku79hhvbZkBqRR/aklSlcilTprPjIXffZSsQ72Xi4xtG8+H\nDh0qpZRwzPB+FL7T+o3HkWLAKsJhaBIbxaTVojXsse1hVvVCMRzKw1o7ByfT8DJc6xTVKdK08TMr\ne7LSzLWgwrUUs1WL+PB743mW29CPs82Zt61x7e3OzNm3ynubNcDcBvXzz4O5mXQp5XtKKdeXUh4D\n4OkA3lRK+XoAfwjga/vTbgDw+rlrl0gkLgpyPCcS48SFiJN+AYBbzOwHAbwDwCuiC5aWlnDZZZdN\nMGhO9ehQEl+0HGR9jSPyElRMWiVOYTC7Ze2AspU5a3UJ/MSJExv/+9ZZJNuc2OuQpc5o+UzFsB2K\nKfozug3NY549NaJLoOfOndtgtF6G25rvuOMOAJvt5ulCWVJme563F/cJl5zZpMJxqyyp+/34fbW0\nPFH6WkdkBx8pZh7PZoaVlZVBjKtG5G1cM27W3iifD2aTPlaGpu91RDZUxRB5HNf9LlpukzVirOny\n4870VPIilcCDofxr+Pdp84OKaonipFlTwc/A/jScx8L3lQ+Btw0z6FrLyF7c7B/Dc0L0jYjaeyi2\n5SNdSvkjAH/U//9BAE/cjnITicTFR47nRGI8GEXGsaWlJRw4cCBM8ajsua3yFFTcnoMlrKguSrpk\nsETI7JcZHy/d+NBDD00sZcee4MpGwrHCnOKUmTWn8/Rn9uvU/VwCfeQjHwlgc9k/t1G7JHrmzJkN\n72xOdeiZxVzy9d/dNs0sQ9mHmOl4+Q5/BpaOuW2m2a6ZrbO0Hnl7c/sqL/HdhqWlJezbty+MylAs\nS3kI1+UoFsPjT423KOpCZf5j5qe8ldmnxPsV+7zUZThYm8NxucysnQF6lr4oj4JKfeuI2r81Bw59\nx5F3NzNgB89hHDvOc5fKushav3pOjGzRqs9FkQGLasxygY1EIpFIJEaK0TDp/fv3T7CkyHY6NDav\ntmEpO4HKa63YqZKilNco318ticcLwXtWodomraRMrwvH97nU6bZitu+y5KckcJWjlvNvHzlyBMCm\nTdp/d5w4cWLjGfiZ2IPd28XL8mdgDYfXKfK29fuopS69HMe0eE/lkR/lG2a7mONSWaJyaWlpo88B\nerxGuaWVd3zrHPbe9/7BNk7OLFfXGdBZ5FTmOcUgWcvCttMWk1axwGocc9SE/640NX4e5/hW7yXy\n36nnwqHtoTQOypub24AX4PG5hRkze4kzg26xZj7G2QmVFtWh+u25c+d2Jk46kUgkEonEhcUomLSZ\nYc+ePdLuywxDZf1SsZI1k46y9UT2QmbKih0xq2Km6DZnzqDFW//95MmTG+ySpUK2CXPuX845yx7N\nzDL8PpyUwiVLL9e9tl2q9X3OzONt5OXV2bq4LhxX6kza2829vb0OzKSVTczZg4PbUGUNUnHTa2tr\nG3Uamr9drZSm+vNuhTNpfg4eM5HmwRFFGwDaFqlskyrnOyPy2GW7YxRlUPczfu9cF7azKv8I9kJm\nD2gfGz7n+Nji/PcqexpjWkatSIM4bW2Ceuttw0vZ8pzjUO/X78s+J7zk6P79+2UubtaiRqsQ+jPs\neMaxRCKRSCQSFxajYNLAVrYbLezNkgrnnG5lzFK5mB1si2bpne85dP1TluSdGfKasWph92k5ZnmV\nljovMDApEbK0yx7l7D3u92aPZ5dmr7nmGgCbUq7bi9guxbm+z549O8FAuG4s5bNE7FuXhJUHJvel\nKC6ebd28z1qB+h6td1Vju+Imxw7Pe8CINAuqTwxhbl62irdVTItZZJQfe6hHL9u+/b5+fHV1dUIT\npjQPjqjvMqOus5sBm/OCM2qfa3z8+/hUGiHHtPjoyL4drdDHjNfnGvdz8X1/Nl6VjOdNlaXNt/Vc\nqVZAVBE+KsMYfyu4rWZFMulEIpFIJEaKUTDpUgrOnDkTrg/NUmwUP10znIjlMHNiiZs9oaM4SZac\nVd7r2uYMYCITV82WmVGwtzXn6FbrQ3PssN+bPa15rW23A3EmMWfQfp7SHtT2ZfaM5vbnHLzcbmx/\nV2u5cj7tlpRbQ7E3btPaOzzyc2Cw1oYl9d3u5W1mE97zwCSbYu1EfT0wydhatkDF0JSXr7JZq9Wt\nlB8B19XBWirW6tXrV6sc+/ycQ7Ob+T57PnNUB2+dWfMcFDHqGosyaGa8rp3jucafhduVVxvjXA6s\nTfBtPXcqxqyijpQWkPcXHc+7ezZIJBKJROISxiiY9Pr6+gaLA7TtjtmN8vZseRAO9VhkyVqtEKU8\nejnej9dkdmmVvZjZk5rz8q6srExkTVKrsrA9lrNtcV5hlpy9PLfbeOawo0ePAtiUbr1uLnGyPY5X\n66ptX+p5Od7Z4e3N7en3ZC9tXp+bvesV01Ir2rAfwOrqqoxzZibo92TNBnvhshZgt8JzdzuURizK\nn63OG8Kk1brhzIoUk45WlIq8mB08T9R15zUKlA3Ur+G+7+PJtUtsY3b26ePYy/Nxq9qZ46nZbt/y\n1B6ao1vZ/DlCxbUBzqj9Gfw8tqOzDwtrG1vMuS6vXoVR2fwjr+5pnuuLZBHc3bNBIpFIJBKXMEbB\npM+fP4/jx49LKZVteEPXenYMkWJUDGckGbMXt/LqZomP2auDn7GWstW5nCFHxY0rW5bfi6VX96h0\nJu0xyiyZs72NvcVZ6l1bW5MxoWxDYvbJ9nXFyL0NXIJmu7u6ju2C0+rJErbKI86s3tufGRRrQnYz\n6jHJPiPq+RSTbp0f2bHZY5q1Pcwave1VDml+d3xelNHQUfdjFaWh4nP5Gb1P+777t7iN2SNIOFuf\nyrmvfCV4rLE/Sf2sqh2UhsLBmkP3c/G5xn/n8c+aMZ5HVJbEVv4LlRuj9Zz1fqRFPXPmTDLpRCKR\nSCQuRYyCSa+vr+PEiRMTUqnKCsXSUMSkaykp8iBXdgVm2MqmOWvmI2V3Y6ytrcl24bzA7Fmr4iv9\nPM6Ly8zZj/t5yrPSGTPbzFox3yrTE7MK9tL2Z2Ebs7crS97cNhy77eDYUq+H8lZdWlqaYGMqvtK3\nbEfnZ1b5o3cjFtEGDF09q3WNYp38Hr3NFQtSGjFmkSqiRNleW3ZKr6Pfg+2nyk+Cy+QshZ6DgXPp\nu62aMxDyvo8hznTIc+bS0pJkmaxl4/ZlTQZ7X/txzk/A9nIHZ1mLsofVW6W54Yge1We4j7TyQsyD\nZNKJRCKRSIwUo2HSJ0+enGCtHKerJB1mPSy1LC8vT2SsiqR1logjm7PyElV5cR0qFpSxuro68Qws\nNUY2LOVN6pK1e29zflz2bOe82ryv7Hg1q2Dth7Ip8u/c/n5v92zlFYNYomb7sLcpx1F620zLLKcY\nM9fdwYxJxZIuYr8aA1ScNEP5e/Dv09pDMWjVv6Lc0YpJ+/M4O+Lylc112pbjxXneUrmi1foAnJeA\nbdO+9d9dU+bjnOcRxeAZpRS5ohmzSt/3Z2BfEM4cqFY5Y62U15E1Ymolq2lZ7CIfHjXns+2+Pm+R\nLIPJpBOJRCKRGClGw6TPnDnTZMAtRF7drRWoVOybylamvDtb9obW7ypXuMqexs/Skvj8nMj2ye3k\nx5ktcgYxt13xajq8EpWz1ihTEXtw1lDPraR2lRuZM7exDYrtbew1zvnLlQ2rxRSYCSnvWPamVREC\nUSz/bkGUuzvyA1EahhoqM1wU2xrF7Q7NHMjvlOvKzLE1X7B9nDVlHK3B/UplbuOcDHxvNc+yb4Va\nW72VYY/nOW43XsOan4VZvIM1k2qu4fcfecpP07yoXBjKD0ZpC+q6J5NOJBKJROISxCiYtOfudrDU\nqw+Cb3oAACAASURBVOy5nLnJ0bIvKUlbrQ8d2RkiBq3siyoPsbIb1xIn2284DpfBMcceJ+ne2s6g\n6zVV67q71MprXkcMmp9dseZWe7CNif0T2K7rDNg9WbmNODaUPWd51TEvj21jLW9g5c+g7JpqNSHH\npcSkvU8Bs+d1VpEVLUR5lpVdVd1TMWoe95zti5+Vc0i31mrn/NLsg8PjiX1R2K6rNIxejt/bxzPb\nbZnF8ljyeYSZeCll4h7KJ4e1gUrDpaJlOPcCrzbGbRFlp3Ssr6/LvsBMmbfKP6kVzTIPkkknEolE\nIjFSjIJJr6+v49SpUzLumVeDYXsH225aNj9mZOpeXLaKy4vy2Ua2Vt5XHtu1/ZkZtFpTl+0ynMWH\n8+H6+WzLYu9QZp0c+xhljGt5UipbvPL8VfmM+dmZFbC9zSV3zobm3uIqdrnWwHD2KgfHj3P8P5ep\n/BV2K5aWlrB//35pg2b/AmWTHqJZYE2M0jZxH1RsflpcMzDpw8C+D8ycfay0fF/4udSco2zJKgMj\n969aS1k/g49vziHAOQf4Pj52avsz5x3gZ+M5yecizsHAviJqxT5vfz9PZQiM/CDqsalyYqjskUqr\nGs2HsyKZdCKRSCQSI8VomPTDDz8c2lZcWnLJxSVAl7KY0dSSOjNclVWGJWBeXYVjXLlu7ImpGDQz\nALbROPutPa3VOrMMXvnF7bIuGbPkzLm2nTk/8MADW45zbOIQL9zW7zXLVYyambTy2vW6uHTr9jaW\n/v3Z2SbG64dzX1JanfpaPoftmNwu0frRQ2KMxwwz25KbQG1VBqtpXsQOZd9X/YTfp9LYMJSnL9tx\neUwq9lWzLM6WxX1QadWUdoCjOHguYt8IH9fsg+IM2zVuznZZY1nPZa0sZHWdOX8B52LwOjvUPMya\nL57XIy995SdTj8FZI32iFdNKKZm7O5FIJBKJSxGjYdKnTp2ayO6jPLBZclFZqhwtSYaleLWSE9s+\n/HeWYlXebGUnYo9JlzCZ9XLMcqvOfC9m41yWP7tLp26HdebMq+komxjXhxkQe2jXdiOVRUmVqdYF\nVlmXXBug8pizjZqZjr93R4vVKU9SxRiVB/KltPoVsGnfUwy5Pm8aVN7tVhnKUzxa81tpSlTub76e\n7ZbM/FibUo9/zmnvUHZYnhfZo5mfhfNes7aQ8x3cd999ADbnD4/+8MxkzqydUdfez8xUOZrC5yBn\nzopB83yrGDTPRfzs7Jmt/D2m+YFEmcd4G8X7z4tLY1ZIJBKJROISxCiYdB1n14KSepXdYVpMnPIa\nZgal1n3mNZiVJB5lnWK2yxIm249XV1el1y/fi/PXKs9TjoP2WGNn1hzzGCGyLdbvMcomp7IpsV1b\n2cX9Gf1Z1DrVnL2NPTZVPG0pZWKlHsXalT2U+4byTN9tKKXg9OnTg3JvT/tdMZFpmrGIvUQZ/1RO\n/8iuzpmzXCPGq7fV57GvB+e1dnC0AGcoi1bL4mdXMce8zrkzbPZZYf+OM2fOTHixc0SJZzN0W7T/\n7nVyVs8MmD2neS5RY4j7A2sDWzH4URZIZauOVj5LJp1IJBKJxCWKUYnsSvJgmzPbidg+wTbRFiLP\nZBXLqurEq7gwQ+Pf2UbjEqZLnryK0969eyfupWJCWQLk9Z6ZZbLEzLayWb1ylS22Zsd8jsoQpOJW\n2d7mYNbPWgPWsvB7YRujinWu6+aMmj3H+dkiT1Q+vltx/vz5jb4FxPbAaH9a7m7Vxg6lVVOMmaE8\nzZU9kjU0zhgddTSH9zkel2qtZbaDD9Ec1nWLVnXyvq76q5/nz9RavYvjoK+99loAwNVXXw1g067t\ncN8RtcIUM16luVCrXbH2QGnKSikTfUlpS6N4/lZGth3z7jazw2b2GjN7j5ndamafY2ZHzOwNZvb+\nfnvFIvdIJBIXBzmeE4nxYVEm/VIAv1tK+Voz2wNgP4DvBfDGUsqLzOwmADcBeMG0QswMe/bsmWBe\nKg5QxZWqXL8tKUZJi3xvlmKZrXIsI+ei5d9V9i9n0r7lfNqXXXbZRN5pjltkr222dbEtSuXgVit3\nDd0yq1DMuwa/a/W7yi+svHFZkvZn5ExRrJVQ64i36qRszXyeQ8VfRm1wEbAt49nzHihErJX3W/Zn\nlWmMtRFR7H4Ukx15+DLzY8bHvhCOlZWViRhiZnf8jGrdgcgjnX9X68pz23g9nOlzfHXd3/0ZfP66\n6qqrAEwyaW8H7x+cU4Btzw5Vdy/Pt1HcOo/rloZs2prT9bncThcq9/7cs4GZHQTwzwC8AgBKKWdL\nKQ8AeCqAV/WnvQrA0xatZCKRuLDI8ZxIjBOLMOnHAbgbwM+Z2WcAeBuA5wF4ZCnlTgAopdxpZle3\nLjazGwHcCHRSENtuAC0xKturn9digpGnHUuh7EHJ16lMYcykfcsxy86gPRbRty6JundoHU/oZXCM\nL+fQ5lVanDF7HLRvORe3WsUq8lYcKjnW50U2QkfkG8DXK9uk8sxk1s92QLZBugT+8MMPy37Inukq\nu52Kp1zUG3RObNt4Pnjw4JY480WZc8t/gbUWyp4YtWnEhtRWZZ3iuUdlA6uZtLo20giytk+tca3s\n7jyHMYvl63me8fscOHBggkk7cz569CiAzfkuWptZZYbkMcQRLZyNjcf7LOyX352y9TuGRhTMi0X0\naisAHg/gZaWUzwTwMDpV2CCUUm4upTyhlPKE3Z4GMZG4BLBt47klcCcSifmwCJO+HcDtpZS39Puv\nQTeoP2pm1/ZS97UAjkUFLS8v4/LLL5c6/aHZgZQ3aC3JKElqKFjCY1s0Zw7j45y71hk0M2s/z23X\ny8vLE+u5cuYgtxXdfffdADYzCPE+r2oVrd4yzcu2BkvezChbGJoBysvmspTErdiAykSlvHN5fdva\nA5ezknHuZc4kxqxPSfsqs9sFxraN51IK1tbWpH23Pm/a74y6jyi2yEyaY1i5n6lcz6rvq/OiuUvl\n9m+1h4NzOKhnUbHCDrZlcySD8pFQOanZH2f//v0bcdDOnD1LGc9ZrtXz3Axs72YNCdch0uYp7R+j\nZcePynTM2l8XxdxMupRyF4DbzOwT+kNPAfBuAL8B4Ib+2A0AXr9QDROJxAVHjudEYpxY1Lv72wD8\nQu8J+kEAz0T34f8VM3sWgA8D+LqokOXlZRw6dEjaC2dlcMx+SimyzIg1srTJkrpLk2xrdlsyxz07\nw+b1VDkumpnA2bNnN5gyZypiW7MzZt+69OoelcqTMmLOs0qOzJJbNh7lmRp5hCtm3Hr3NVQsIzNp\n1pRw5qizZ89OMGff9/fDdjKO5XRwXXaISQPbNJ6Bri0WZc7TWJDqD8oD2hHFqg9lT7xVGh2lKbIq\n6x4zX/aDYFuwytnPq6up3/k+3AYqppjnQJ+zrrrqqg0G7RpC9pfh/OC+5UxlnJOf5xTWIvJ75vcW\nxVnX/SDy+B+qWWy960Xs0gt9pEspfwngCY2fnrJIuYlE4uIjx3MiMT6MIuPY8vIyDh8+LJk0s1mW\nepV9yKWXepWWiKWzHYil1pY9Bthkzm6L8a0zZz/PtyrWmbP/1LGKztCYOfP6z2yj5nZlKO9Px1C7\njiNiEa1jasvnq9WzFENWz6w8ZVnSZsm+VYbqf7yqG/+uvL53yLt721DK1lWw6uOtfX7XQ56fx6m3\nJa/RzKyH82NH8dEOpdlRMcjsIeyoWS17Y/Oz+VzgvzOjVn1YMenInqu0haz58X2f86666qoNBu3z\nGa9Gp9aoZ1s0j28VXcGaLW531rQpb/s6G2KkZYuiMhisXZkXo/hIr6ys4Morr5QDgBvPP2C8rCR3\naj+vHrjRR1otvMCB/+4o4R/jRz3qUQA2g/g5KQmXx/f1Z+AUna6ifvDBB6Va28/1jzN/PJTTinJi\nUQ4PkSNEpOqrjw91BowmcA674/NaqQunPRNPUDxR1X00SqjPHwYerCrEcLcvWVm3je+3EAmH6ny+\nFzD5sWbwWGBEpjXVH5WjGDu28cdhz549Mp2v9xcet2zK4TqrsTPrx4Xryo5p7gzrpr3LL7984xye\nx9xBzLc+n/m9/aPuDmY8d6ktO4jyWORn5/fSCtFjdb8jCpVU7VnXYRHBe3fPBolEIpFIXMIYDZM+\nevToBGthd3yXRnjRBFbvurRW/66WZavrAGwyXU7ryepqTkLijNr3+XqWungxC16A3SVPZ8sPPPDA\nxv+8MAargFhaVBI7L3wRsVvej5xlVDrXFpOOQrFY8uW6M5RqmY9HCUm4beqkFHxvNisoJxZeyEAt\nXbmb0VJ3O2bVorTOU1odZlasjeP3qa5TrEjVKXq21vwShUypMaBCspT5QLHLiFkzk+bFgXy/lLIx\nf3ECJd76vXgRGh7f/IyOKIGL0j5EpqX19XVp0mD2rpzUppkTkkknEolEInEJYhRMenV1FVdfffUG\n++TUmuxc5VKWM0pmlsyoT5w4sfG/M1e2UblE5kzZHb58y8lIojSgLFU5c3ZJ0yVPd6i4//77AWwy\n53vvvRcAcM8992w8GzNn1yhEiFKcKkTsIUpEz9Jtff7QJCaqTqqOjoglqJR/KjSPn3F5eXmCCank\nE2xDZKcXlSxit4IdxxZhzGqrGJPyYWD2OIRZ1VvHEKfI1vHWQi5DmbTvqyQjs4aTKqbIz6gWn3HU\nPkGsEWRmzVo+lehIpfVlbRNrONUCG47I+asOGVSJb7ivKQ3kdjt+JpNOJBKJRGKkGAWTdpu0Sqnp\nTJolGF5i0fddwnPp7syZMxPLNrIkx0tJMqPmkCkGl+vM3Rk0p+Ksbc3AJHP2486wT58+LZdNVDZg\nFa6kpH7FEvg+0fnq/tOYNNeF99VxxZBVmtDIc5rtfI6WvwQntPG6MFvgBAx1aGC9P2uK2jGjfhYV\nruQY6p9Qv9OhyzZGNmSFoSFZ6hlafZ5/V33VweyRU2WqUNTouNI28O88fv13n9NqjSYnTPL51sF2\nbRVpwuGKHG3D5XBIa5SwRbVJqRJeMaIlZJXfw3aFVCaTTiQSiURipBgFk/ZkJmz35UUOHC79sAe1\nM2+WbMxMem2ytOplckwgS58uTbKXtkuSvJiFM2L32uaYZ99yPKGXW3sftryl661aJD6ysfD1EStR\nbEHFZdf34Xc6lJk4mCGzd+hQj0wGs1wHa0q8z9X3VukXHeq9cdlKot9NKKWE/SaKCph2fsRCI41J\nlMRE2aT5vCj1rUpzWyfPYM2TilNm2/RQ5swx5GqsqVhj7pccXfPQQw9tzHOu1WStEmtD/Vk4vaea\nWxwq+sa3fL7y9h+iveJ3qPwglOas5Tk+D5JJJxKJRCIxUoyCSZt1S8+xtytv1ULralGEmg1P8zSu\nt8rbkO/N8cy+HKSyLXMKT/aCZGbO9spp7EEx2shWrCT4obbsiMFPk0BZGlVQHuV8PfcFzjQWpUZU\n9+Pz68Xp2Wues9Kx9y5L/a4lYc//S8k2DcQsM2LQQ+zLKtWl2o9iXJlV8nlDn2la9IHyp1AZAFV2\nrchTnfs+3yfSJnAmrlb0DOef4HmUWb2K9WbNmJrjonEaZS5r1SPyP+D5TfWhlm16kSyCyaQTiUQi\nkRgpRsGk19fX8fDDD29IaA5nFi6lsfc2S228bKR7/l1++eUT8cxqKTu2SfLyg751G7NvnUk7g/bj\nnFCel4usmVm9ddQS+qzMWTFaZetS5XFdlK0wYtKtjGOqbMasGcn43pHHJWsbvC8piX9tbW3jGmfE\n3re8/3FZXBf2ufCy2TN2N8LM5Lua1fN62u9DGTKfr+LnFSNTTE7lAp/GoIHuXSsWGdnHFdNV+1Fu\naQazTZ8LfT7m2GdgU2vE3tvMaJVnetTuXDeOlGBNmip32iJOUQ501V7qeN3eyaQTiUQikbgEMQom\nffbsWdx+++0T3oOcUcy3LsmxvZEzltXZwpzdcGYalrw4vzKvRuW2aF56jff5OrZpszTMdiiu3/Ly\ncugNG3lpM4OOmPSsca1DGDSXp2xLs7IrpUXwPqW8Phnc7twn69h79sJ2zY2Ds9ippf/Yw3W7Mxbt\nBFp2uIiZqOfmPlGvWBSxTsUuI+amNDX+7hRjG6ohWl9fl97XKud75M2tWGrUJtOycAF6iUyv72WX\nXbYxr9bPB2yOl6EMWnmWO3ip0Si3g9JkTNPAKK1JpJGYZZ6bBcmkE4lEIpEYKUbBpE+fPo33ve99\nE7ZnXuWKs4a5RMNSbiuWzm0lbB9kKYnzYnsdOA7a99lOziyf2ZbKBa08NYfEhioGqxjyUCbNdXAM\ntU1P83Sd1UYz1D7EbFRlIFLlc73UWr/nzp2byAPPsZje19hOxyydWcalwKSHMIehWbxa10X22MiL\nOLJ9qrGiGDTXWUWL1Oex17TK/MUsk/fZdhyxxSj7lmK7DhUdUteF2bfKhx151Uf2eEYUY6/Ob82v\nQ30mlBagFc0yD5JJJxKJRCIxUoyGSb/73e+eYNDMTtkmoryYWzYFFdfoYC9Blac2knodEUN2KImv\nFX+pPEsVU1aMOvLyVm3Edeb9yEbuWMTTcShUnVScZXS+v8c69pn9F1TuY+8r3pe8vbmPcZazSwWz\nenFH8dOtvOA8blVOBWWLVnOKg99l1F/UCleO+hmY3bOvDT9rZGtmRhex/yjLWpQNrNZWqVUGI60d\nawWGsnwVDRP1pVa91PwXRQDwvVsRJotox5JJJxKJRCIxUoyCSZ85cwYf+MAHNqQwjh1m6VUxQJa0\np60VylC/D10ZReVlVuubRmy4xX4jZrwoo1bZvBQi23Tkgd06R2GoJBoxZJXrm/uWylDmfXN1dXWC\nJXFMvZfp16g1b/keaqW13YRWXL/aRn2/1Q+ZGStm5Yg8yodmElMREpxNLvJ9qXN3K7aoxqFij5xB\njOcizgHB7FXZ0fn+rTUBlK8NaxR8y2PBodZijzKUTcsvUd/X7+f1qt8/t5uC0sI4WBNSZzObB8mk\nE4lEIpEYKUbBpNfW1nDs2LEJaYmlH87QpFZ5crTsPlEWHoYqW+XBVjF2jKHZweots7yhTHlWph3Z\npB2Rx/WsXpI1ovcSZZbiOnK7DvXKVXm59+/fP+GfwAyFbc3OsDmu35mzx/dffvnlU5997HDvfcVG\no6gEZqmt/jO0z7IGpa5ja19phXg9eWbM3D94/WPWmpw7d25CS6c8oSNmx2x0iC2/3le5wId6UNda\nAX6Xav1oby9m/0M9z9WWEWnM6vsoT/8oCkHNRXVfSiadSCQSicQliFEw6VLKhodsDWZ8kd2HUUtZ\nEZOOmBjvK09rJf1GkruyZdfsYlab8lCmrZjNUOYbMeZWORETjjwrFSKpV9maoxhJZgb79++fYELe\nh9Va1Gz7Y7blDPrqq6+e+oy7AS0mPZQ5q35a9wnVV3n8sLcwv+9oHHIdFIOOtrV90u/HfjDKL0Y9\noxrnyivcy+XoAl7rOcrK1mK93K5eZuTlPc2PqIaaV1XcNPc51nS02kp5yTMi3xuuG/8/K5JJJxKJ\nRCIxUoyCSZvZlnzGijnzOtHsOahs0rWkx1Lq0Bi4uq7A8Kxc6npVHkuctZfkUE/wyOYXHXcoDYV6\npshGHbXttHM59jM6X9WRf581Q5H3uX379k0wY/+NmTPnG67XOQeAQ4cOAQCuuuoqAMAjH/nI5r13\nE+osSxE7HRp94KgZztB4eKU5iaIsIg1XZMtWHtZ1P+a5iZm1eqaInXIMuYoF5/2IObdWkuJrI1sw\n/872eBU1w3VirYCKAJrGoP0ZVPY6pZ1TGqJZfG+GIJl0IpFIJBIjxWiY9L59+8IYRPYIVBJmizVF\nWXb4eMTIFpWWlJ1pmr05kvaVZBwxa2WPnTdOmn9nabrWbKj3oiRnlrSV3WhWXwOFaXGyHM/Mdkdm\nHGzXPnz4MADg6NGjADZt0c6odzsiDYtim0ojVo/ZoStDqX7A8fKRzwhfx+9U5bvm/ZoxcgywyuEe\nZQDjuvF1qlw1fzgij+v6ffn/KrMb111FWfj1bMt3qDk+0khGbba2tjZhB1c+A1wXhe1i1AsxaTP7\ndjN7l5m908x+ycz2mdljzewtZvZ+M/tlM9uzLTVNJBIXFDmeE4nxYW4mbWbXAXgugE8upZwys18B\n8HQAXwrgR0spt5jZTwN4FoCXTStraWmpyaSZOUexkUPtwjUiD0Y+L2KPjMjTWbGJlg0sspfNuo0Y\nTsSQh3hx18drST/yZB2a1WeonXuolzizB2YXdRtxe7EHqdKO+PrSbIs+cuQIAGysfX4xsZ3jeSiU\nzZN/b0VmcI5utv+rjGTMInmuUWPMoey3/DvbTB01c+O1CXjlKAf3I2a2avUrpVWI7PhK68Bjwtts\n7969cvUrlUc88kBn/43IDqy+Edz+/EzedqurqxPruqv34Yi87uv5cBFWvahNegXAZWa2AmA/gDsB\nPBnAa/rfXwXgaQveI5FIXBzkeE4kRoa5mXQp5Q4zezGADwM4BeD3AbwNwAOlFBc9bgdwXet6M7sR\nwI1AJ4nt27dvbuaspJTW75HHsZLm1fWqDpE9js8fYj9Wzz805nNeZh3VXbWBYjGlFGnniWzM0ftz\nqPPUdWzj9uujaIAaHEvLmcR835nywYMHAQBXXHEFgM046e32Dh2C7RzPBw4cUPdoblWOfr6utrEy\nc2bWw3ZYtdbv0BwCfJ3PUeq+zo4541j9DF53ZtLMWL0/MaPjeHz2gVCRDCqaI5pHpzFFv7fP4f4s\nQzVlrNGI5jJuG5UBkuustBBra2sT79T3ObOgI9JAOkopO8OkzewKAE8F8FgAjwLwCABf0ji1OauV\nUm4upTyhlPKEOvwqkUhcfGzneHahJJFILI5FvLu/AMCHSil3A4CZvRbAPwFw2MxWeun7egAfiQoy\n4d2tYtoijz8+Pu0cxaiGxkkPZZeR1BWx3BaTjmzCKgvarO0XsX91f0eLOUW2QkbErhgRu3cMzSo0\n7b7MypgxO0NmBu22af/dr/fV4C4ytm08A1v9DiIG7VDviu3P58+f32A7vOV1pJU9Vo3HaG11lcGK\nmT0zPNbUtJi0ytmttAAq8kHFQyuP5yjaI/KYrjVjXEfF6qMVv1RceRTxo7LUObjc+tm4LO9Tfi+u\nK5fpGA2TRqcW+2wz229dDZ4C4N0A/hDA1/bn3ADg9QvcI5FIXBzkeE4kRohFbNJvMbPXAHg7gHMA\n3gHgZgC/DeAWM/vB/tgrorKWlpawd+9eucrT0EwuQ6SVVqaZFiIbp2KpEWOOJPlp21nbYV5b8lAG\nra5Tq+tMy6XO10YY6tU9tJwoX6+j/p09R5lBu/e222idMfuWV8FyBv3QQw/N8ygLYTvHc1Xmlu3Q\n81Rmq9r+zGvPM4NWNmmH6uPKtsnbaF1j3w6xSfszRJoHZbNX+2y3daaoYsRbuQBabaLmrtZzK5bP\nceOs+VC+QaqOPK+r3N/KJ6EGR2eouWFoxE8pJcw5MQ0LJTMppXwfgO+jwx8E8MRFyk0kEhcfOZ4T\nifFhNBnH9uzZI6WjiEFGkrqZSWlzqLQ/lAFPkzKBOOevkvTMTLZDZD8fyqAZKq5SQa0B28qsFK3/\nynXgfbUeeKQViNgJMx6lEalXJXNG7Ftnym57dibtDNvP8+u9XY4fPw4AOHbsGHY76nzOQ7yDAW2D\nZrvzmTNnNuy4vPKYyvzF92B2xNninE3x+x+qFeCx0NIyKU0TPzd7cSsvbWU7VuOfM4cp26pilHWb\nROxfed0r73yuq7KvKwYdzQ+tPOfqNxWJwmVO03DslE06kUgkEonEBcRomHRtk44kcMdQT906O1SE\nWeOiI6Y81At8CBNXTHaoHXeoXUTZvloSdOv+KidxLUUrBst1YERrvirvTfWMs8Y+1mzFjznr4kxi\nzqD9uDNoL8Pb49SpUwA2GfQdd9zRrPNugZlNXf88yjalWFYdT6y8t+s61PdSmhTWmESsVGVFHLrW\nfa1B4uf253R7u2/9ublu0ZoGXD63jfL6jrzxW23eijuut6xVU7nXua7sTR89Kz8zM2vlsd7StjrU\nHKV+H5KfYxYkk04kEolEYqQYBZNeWtqau1tJ3AqRXXkWiWZeJq3Y/qw26GnXKbYZeSEOjYvmclmC\n5vtE3rjR6j71c0Z1U7bEyMas9h1RnDXv16vzMJtym7NvPamHM2mvg7fHiRMnAAD33XcfgE0Gfdtt\ntzXrtJuwsrIifUscqp+pflNvVfxsxGqiOULFAvO7ZgbtHvrssa8yXq2trUmbZ2SnjfIfKD8MlT1P\nzQ/R+tR1OWrsR6uDRbbjOj94vc/vm59N+cc4WrZuNVfXz1lv1beBn2EWTW4LyaQTiUQikRgpRsWk\nZ7VFq20Li0gy9fWR9BrZrIey2pZUPJQNKhYZQWUFYhagPDdbmaHqbc3IldfmUBuiksSVN27EzJlV\n+DMxG6ztgMyqXNpX8f3eDm6D9njoO++8E8Amk7799tuxm2FmWF1dlYyPmZ16p9M0Q8p2HHk8q36g\noipU+fzO2cOfV9Vy1GOAxw+zdvYwj+yzvAYzj6EoJ0Q0/6oxU6+NrZhzFCHS8vmon029XwbHsXPG\nM2Xzrj3U5/WBmhYbv0g+h2TSiUQikUiMFKNg0mZd7m5lC1GIMsHwPbYDKiOYksQj27OqX+v86Fq2\nGc/LoIdK3pEtWuUSruvKknNkt4wYtSPqQ0qyZnBbOls5cOCAlPLZW9evdS/dhx9+GMCmLfqjH/0o\ngE3v7nvuuWdqncYO9+5WjCTyaVCaodovgFljtHJeFHURaaP4Ps6glS2a79/SHih27r4M3OdUti3l\n8exQdl/H0FwE3Fb1uJ91/WjOEcDHlTYq0jjyMyvv8VYmNNYoDLVN8z2ZUas1rYcimXQikUgkEiPF\nKJj00lKXuzuy3yrGPMQ2PdQmMGssnCNafzZi0tH9W+fM6skcIfK8jHJyszTNXuF12zErYMYTvdtp\nMZv1/rwe7CqnsNfvsssum2A8rEnwa0+ePAlgkknff//9AIAHHngAwKa39w6tgrVtcCY9xJZZgzog\nxQAAIABJREFUbxVza2lZonWg1WpIahyquYX7hfLuZht0FJlS91dmzGpNc657xKQjbVHkp+H9V2kd\n6v7Otl/FiB3RfKnmfr+P0mgqTRzPSVFmuml147KHaPkWsUmP4iNt1qUFVaoLx9BGUddFx1r3jtQr\n0f6savahYWdAvNSfQqTeUpNnlIAgWsSgHrg8ufFz88d3qHORCuWYtU85VFKGlZWVjdAqfwZ2CPN9\n33KSCj6vLnu3o3aMioS8KGSwNcaiBClq8o6EQCUoqBAt1W/5o9UKM+OPMScTUQ6b/IwqdFU9A1+v\n1NhKyG45jEaqdOVApj7WfD23q0rEwm3p80wUuln/xhhKtKaRnHQcSyQSiUTiEsQoRHZn0kOhVFHT\nWFHkPu+IQqSUWiY6PhRDGP6sbFFdF6mC2AFM7TOYvbBUu3fvXpmUYKhWRNVZSe5D34PXmZ2/nO26\n6vrUqVMbC2i4s5Df08/xMlyN7WW42tsZtV/nbeFq9N2Mmj2odzUkwUS9Xx9XGidl8lH9aajTmtoy\nq1SMvKXqj9rBx4gKWYtMa0qLoJ4t0iLwM7fajM+J2p/nCPX+eDEQZtSKmbMJQTmz1toArnMUPsbP\n7kgmnUgkEonEJY5RM+nIeUhJbUOYdBRUz/vzMupZ2e0sGBpyNdShLGLU09J71uVzSAmnTqwXU1GO\nHryvpHflABJpG6KEOQ5O4VknNfHnYhsyswK2a3O6Ry/T28eXutzNWF9fD30cHNsxppSdW7FFdR0z\nNhUKxM5VkdNli6W1woCmtYtybuPrFatUmolZHHBnOa+um7qXg7Wh6p5qGdxIo+nP7mO2dZ9oDlF9\nKnI2XmSOB5JJJxKJRCIxWoyGSTvrAmKPS5ZolN2jxaSHSjVKSprV23tRtOqrJLTtsklHoVbqvio8\nhRM9rK6uTrBP9U6HvNvW+UO995V3Kac4ZTvyqVOnNmzPvnVvb4dL+ZHEzZoHX6Bjt6KUgvX19TDE\nKvLiVmOvlBL2zaF+G5HndOTZrDQ8kff4kLryeWoeZBs1s1KV6EXNn+oZogiK1m9R2VzGtHdeb1Uo\nlkPNy94WrXooTY+qa/QtYU3nvEgmnUgkEonESDEaJr2yshJ616n9yOa6vr4updNpdWphqPR/IW3R\nqk7KNh1Jt0raVdcr6ZQXHWAm7fu1d25Uh4iZDH2Pqs7MYh3s5c2s+a677sJdd90FYHOBjCuvvBIA\nNry+FetisCfqpRAnXXsvD0luU+9HTLLF0qPkFNECG3yeYp3Kzq7ioqdp+/jcyGM9YuvcnnxcxZZH\nPiqqPi1Mm4OBSb+WKC1wVCfWVrH2gOvMbc0e9K2y1PzJ5ylb/yy5L1pIJp1IJBKJxEgxCpHdzLC8\nvCylYMUQh3rVLS8vS3YeQcVND8VQBh/ZWBeBkm6H3oPZJ0vmHAetGHTtKRt5bQ/NKKaeNfLy5Dq7\nRO3ns0e739e9vO+9996NOn3wgx8EABw9ehQAcM011wAADh06tOUeiv05lLf4bkMpZUtGLWYUQ1NB\nTst4Fy2cEHkwK98EZb9VTDDKGaDGfymTsbNDY7mVNklpHHnhF+5ffB6/D5X9r/UsKqObWsY2WviE\nwXVQ7c5MXWnuHHUMOb/baP6MGPW05xmCZNKJRCKRSIwUoxHZl5aWJjxrFStS0rBj2u8s6UV5gx1R\n/PS8iOwfs0DZppUEyPvKtsXlM+vg5fuYUbdiopUHOUvaQ71Co3zFytaotAS+ZabtOHny5MbCGO7x\n7bbpj3zkIwCA66+/HgBwxRVXbCmDsyb5vVzzwF7iuw219zWg82ird6fszPUCLryYi0ON0yiTIPdl\nnie8Lu7lrxaTibQDjjqOPBqnqu8rO+tQm6pDjXPFFJlht3J3KybNmgj2U+Bxpuoc+agor29VXg21\nuIdCxKgXRTLpRCKRSCRGitEw6VrqiFhRFKfWsgMpKWdRz7sIETMeaqOupbnITj5rJjIuh9kFl8vs\nU9l3p8Vj8nKOzKBVzKJ6ZqXZUCxOZWHitvVnc5Z74MABAF0s84MPPghg007tS1A6w/Zc3VdffTWA\nzUxibKv3XN2+dVv2bsb6+npob4wY9DQP7oitqPfLtlNli3awLVVpeoZqoYZ4EasoF8dQv4yITap5\nVY2tadovrivb8jkzm2onZsJDozn4/qqv8fn1MyubfmTPVt+W7WLUyaQTiUQikRgpRsWkt8OTOSp7\naLaYoVDSUnRclaOk5xYib3e2HUVQ0r/aMmNW+bjZbre2tiYZSsRUojqr32eNk3f4M7md+PDhwwC6\n/NtsZzt+/DiATUZ97NixLb8fOXIEwCYbd8bsZbtNf7dnHAO2MpNFGbSKQW6VyT4ISus0dF1o749e\nB8+73nreadtpGOo7oq5zKF+RKHf30Dz207LyRVnPlK04YvuOodqGoT4IrS0fU/5KQxl1q/7zIJl0\nIpFIJBIjxWiYdB1rp2ww2xk7vCiGMuihzNkxhEGz3Ucx6nljipUtUcWQKmlYxbmura1NxCErr0/l\nvaskdQXFUjhek+HH3Y7sntorKysT3tiegcxt0n4Pt0371tvRmbRq392OyJdE9Y9otTVgdl8DxRqV\n1kf1T8UyhzLo+veh/ihRH+dniyIZlGYjysqmxncdtx5p9zjiw/eVzZj3o5Wq1H2VlrFuA6WVUd7w\nkZZvu75TIZM2s581s2Nm9s7q2BEze4OZvb/fXtEfNzP7cTP7gJn9tZk9fltqmUgktgU5nhOJ3YUh\nTPqVAH4CwKurYzcBeGMp5UVmdlO//wIAXwLg4/q/zwLwsn4bombS9bFZttOgpKKhrHNWG3OEWb0W\nW/deFJEnqoqLZsbNdVX5jd2ed/78+Q1bX5RhjOsaecRyXRiznu/3YwZw2WWXbdiO3Wvb990W7bZp\nB+c2Z+bsz+xx1xcIr8RFGM8tGx/bMlU/UQy6ZnQq57Na1UyxJC6bbdHKe3vWbQtRPLKamyKPcvXs\ns84fyu7b0nax34v/xnn91VrzbAeeNXf/rPb8VltxbLyaHx2z+hvNi5BJl1LeDOA+OvxUAK/q/38V\ngKdVx19dOvw5gMNmdu1CNUwkEtuGHM+JxO7CvDbpR5ZS7gSAUsqdZnZ1f/w6ALdV593eH7szKrCU\nEtobZpWWpiGSUhlqxZh5PTOH2t9nqTsjWi3HwZKismUpyVJJ2hwLXdv3VP5qxrSMTXWdoj4zqz9D\nxMyAyRzlfo4zZbdN+3O7V7evksXXeTarHcC2jueaRddQMfCzMGhg6ypqkZe2YpmOlr8EMOlRHvlr\nRJjmTazmIJ5zVJ8fyuJntXXzfVuZ3/h61kiouYU1U0rLouowr9bVwe9zaWlzPQHuS9G8eaFt09vt\n3d3SpzRraGY3mtlbzeytngwikUiMCnONZ1/OM5FILI55mfRHzezaXuq+FsCx/vjtAD6mOu96AB9p\nFVBKuRnAzQBgZnc/+9nPfhjAPXPW50LjKmTd5sGY6waMu35XAXj0RbrXto/nl7zkJTme50PWbT6M\nvW5zJz+Y9yP9GwBuAPCifvv66vi3mtkt6BxMHnQ12jSUUo6a2VtLKU+Ysz4XFFm3+TDmugHjrl9f\nt8dcpNvleB4Jsm7zYRfU7THzXh9+pM3slwB8PoCrzOx2AN+HbjD/ipk9C8CHAXxdf/rvAPhSAB8A\ncBLAM+etWCKR2H7keE4kdhfCj3Qp5Rnip6c0zi0AnrNopRKJxIVBjudEYndhTGlBb97pCkxB1m0+\njLluwLjrN+a6DcGY6591mw9Zt/mwUN1sUffwRCKRSCQSFwZjYtKJRCKRSCQqjOIjbWZfbGbv7XME\n37TDdfkYM/tDM7vVzN5lZs/rjzfzG+9QHZfN7B1m9lv9/mPN7C193X7ZzPbsUL0Om9lrzOw9fft9\nzljazcy+vX+f7zSzXzKzfTvVbnYJ58/OsTxzHXMsz1630Yzlvj4XdDzv+EfazJYB/CS6PMGfDOAZ\nZvbJO1ilcwC+s5TySQA+G8Bz+vp4fuOPA/DGfn+n8DwAt1b7PwzgR/u63Q/gWTtSK+ClAH63lPKJ\nAD4DXR13vN3M7DoAzwXwhFLKpwJYBvB07Fy7vRLAF9Mx1U51/uwb0eXPHiVyLM+FHMszYIRjGbjQ\n47n0C1vs1B+AzwHwe9X+9wD4np2uV1Wf1wP4QgDvBXBtf+xaAO/dofpc37/0JwP4LXRZoe4BsNJq\nz4tYr4MAPoTez6E6vuPths30lkfQRTT8FoAv2sl2A/AYAO+M2gnAfwPwjNZ5Y/vLsTxzfXIsz163\n0Y3l/p4XbDzvOJOGzg+84zCzxwD4TABvAeU3BnC1vvKC4scAfDcAT/p9JYAHSinn+v2dar/HAbgb\nwM/16ruXm9kjMIJ2K6XcAeDF6GKA7wTwIIC3YRzt5lDtNNrx0cBo65pjeSbkWF4c2zaex/CRHpwf\n+GLCzA4A+DUAzy+lPLTT9QEAM/tyAMdKKW+rDzdO3Yn2WwHweAAvK6V8JoCHsbNqxA309qCnAngs\ngEehS9H3JY1Td7zfNTCW9zsEo6xrjuWZkWP5wmHmdzyGj/Tg/MAXC2a2im5Q/0Ip5bX94Y9av0yf\nbc1vfDHxJABfaWZ/C+AWdGqyH0O3hKAnptmp9rsdwO2llLf0+69BN9DH0G5fAOBDpZS7SylrAF4L\n/P/t3Xu4XFWZ5/HvjwSCAWlIuAc00AOC7SBiRBC6pY12MCrQjSIZBtGJRkdUEC+AdreXP1QeadRx\nEI1CE2wEJEZBdAhysfHWYKBpiISbgCQkQIBwx5DAO3+sVaRSqcqpU7e9zjm/z/Oc55zae9eut/ap\nVWu/a629Nm+gjONW0+o4FVc+NqK4WF2WO+Ky3L2elecSKunfA3vk0XmbkQYBXFpVMJIEnA0siYgz\n6lbV5jeG9ec3HpiIODUidok0D+zRwNURcQxwDfDOimN7AFgq6RV50XTgVgo4bqSmsQMkTcz/31ps\nlR+3Oq2O06XAe/Ko0ANoc/7sirgst8lluWMjoSxDL8vzoDv+W3S6zwTuAP4IfLbiWA4mNT/cDNyU\nf2aS+ouuAu7MvydVHOchwGX5792B60lzLF8MTKgopn2BRfnY/QTYppTjBnwBuA1YDHwfmFDVcQMu\nIPWnrSGdWc9udZxIzWNn5rJxC2lUa2Wfuzbem8vy8ON0WR5ebMWU5RxPX8uzZxwzMzMrVAnN3WZm\nZtaEK2kzM7NCuZI2MzMrlCvpAZN0rqSOBwJImiopJH2+h2Ft7PU+n19v6iBerx8k/TJf6mI2UJJO\nlHSHpOdyOdqx6pj6Ic+fHZK+XXUsnZL0ofweDqg6lnqupIcgaStJ/yTpRklPSnpG0q2Svipph6rj\nMxst8hdkuz9Tq453KJLeCnwN+C/SPM3HAo9VGpSNOOOH3mTskrQnsBB4Oemi+bNJw+wPIE2M/z5J\n74iI3w1jtx8APtRFWH8CXkK6eYDZaHJsw+O/JlVuc4FfNaxbOZCIuvOW/Pu9EfF0pZHYiOVKugVJ\nE4GfkuZVfUdE/Kxu9VxJ3wKuBC6R9N8j4sGN7EvAFhHxVKRZctZ0Gleka+b+3OnzzUoVEf9W/zjP\nIDUH+F3julZyWZtYSKW4I7C617Hk76bVEfF8L/drZXJzd2uzgT1Jtz/7WePKiFgEfAbYDvhUbbmk\nQ3Jz3HslHS/pVlKl+sm8vmmftKQ3SvqdpGclPSDpG5L+qrH/uVmfdP0ySW+X9HtJf5a0IjfLj294\nrf1zHHfk5vsnJf1G0t93c8Bqfb85nh9LekzSqvxaW0raRNJnJN2T47tR0kEN+9hE0mclXZuPw3OS\n7pN0lqTJTV7zPZKuz6/1tKS7JZ0vabshYp2cj/fjkqZ3876tGkr3rg5JsySdIOk2YDXw0bz+DZLO\nU7qn7zOSnsifq7c32deF+TM5SdJ3Ja3MZfFaSa9t2HacpE8p3c/4qbzfJfl5krRXLuOzgAl1TfSX\n1+1jP0mXSno0v+5ipfskb9Iirh3ze3kIeArYrvY6kk6RdIykW3LMd0g6Jj9/t1wWV+XP+rlKN8to\nfP+7SJoraWkuc/dL+laLMvdqSVfm8vaIpHNJk3e0+3+r9f3+taQv5vL9rKTfSpqWt5meHz8jabmk\nk5vsZ6aki+u+T1ZJulzSG5psu4+kBXlfq5W+G6+S9HdtxPvFHO/pkprNvd1XzqRbq00x992NbHMu\nab7dI8mVcJ0TSR/c7wIPsP6dT9Yj6WDgCtJ9UL9C6rc6ijS/73DMBD4MfBs4hzQR/Sfzfr9Ut93f\nA3sBPyQ1n08mTV23QNIxEfGDYb5uvS2Aq4FrSZPyvw74X8DmwCPA64FvApvm2H4q6eUR8WR+/mak\nk54fkabSezrvYzZwsKTXRsRzAJL+JzCP1BT6z8CzwMtIE+5vT4smUaX+zIXAS4E3RsRNXbxfq97J\nwF+QPvMPAXfn5e8C/pI0N/Z9pBPq95I+c0fGurm8azYhtY79Cfg86TN0EvAzSbtHxDN5uy+STtB/\nTJo9KkgzXh1Our/xclLT/fHAa0mff/JyciVyFenzeibpc3oEcAbwKja8F/Imeft78mu/ND9367z+\nSFKL31mk7445wPclrQX+Bfh/pNuGHkgq508BH6ntXNJfAr/ND8/Or7Mn8L+BQyTtHxFP5W33JJXt\nTUj3nF6RY/8pw3cG6didAUwkfR9cIekDpFs6fgf4N9LJzlck/TEi5tc9fzawJel7+H7SnNjvB34p\n6eCIuD7HvANp2tDVeZ9LSZ+F/UnfLVc0C04pufkO8D7gpIj4WgfvsXtVTOs2En5IFcoTbWx3C+mD\ntmV+fEh+/CiwfZPtzyW3Wtctu56Ube9et2xT4Dd5X5+vWz51I8ueBqbWLRdp6rwVDa+3RZO4JpLu\nbXprw/LP531Pbfb+G7b9Zd72Uw3LF5Bux7cI2LRu+WF5+w82xPySJvuenbc9qmG/T5DvIztEXPfm\nv/clfbHc1s578k91P6QKNUh9us3WH5rXP0STKSpbfM63JFXiNzYsvzDv64yG5cfm5cfVLbu18fkt\n4rsQ+HOT5TcAzwF71y3bhHRSGsBBTeL6XpP97JXXPQFMqVs+hdSl9gLw4Ybn/Dx/10yoW7aQdAKx\nY8O2B+V9nFK3bEF+zQMbYv95Xv7tNo7Lh/K2/1FfdkmJSeRjs0/d8peQ7hd9TRv/3ymkE5UFTfZ7\nWJtxHUBKNn5GqtjfXWU5cHN3a1uR7lU6lNo2f9Gw/LyIGPIuMfks73XAJRFRywCI1Hf9jTZjrflJ\nRNxbt48gnUHuqHS7vtryF/vIlCaqn0yqpK8G9pa01TBft97zpEy53q9Ile+38/uqXw6wR33MEfFs\njm2cpK0lbZtjg5SJ1zye435bO81Qkt5MygLuJX0R3tvum7KinRMRjzYubPE53xz4d2BfSROa7Ksx\nW6p97vaoW/Y48HJ1cKmOpJeR7ig1PyKW1MX6AvDl/LBZt9PpG9ntxZHus1zb1/2kE5HnSJlgvV+R\n5rreNcezPfB3pFaBtZK2rf2QTtr/lNejdNOUmcCvo26wbI79q0O89WbOjHX3gK7FBnBtRNxct/9n\nSSc29f+Dxv/vlvn/u5qUDDR+T0D6nnhpG3FtR/q/HwwcGhEXtfl++sKVdGtPkCrqodS2aazQ72jz\ndXbLv29vsq7Zso25u8myR/LvF/uMJG2f+58eJGXfD5Oa3GqjzremcysionFg26r8+576hRFRW75e\nf5akoyRdR2rSW5Vjq723beo2/RLpS+QnwEpJP5L0/hYFcQfS2f7dwPSIeKTJNjYyNS1rknaSdI6k\nlaz/OX8v6aSx8cS6doOEehuUH1Lz+gvA73If7vclvVvptphDqZX3PzRZtzj/3r1h+QukGzK00qzc\nrwKWxoaDyxrL3F7594dJx6bxZyqp7EC6f/MEUitUo1s3El+7cTf9nqhb1/g9sWfuk34MeJJ1/9/p\nrP89cQVwEakb4GFJv5b0z1p3l69G5wPTgDdHxDXDeUP94Eq6tcXAVpL+W6sNlEZZvoLUlPpUw+pn\nmjyl6W46jK+ZjY32FLw4+vUKUt/UecC7Sc2GbwFqfdHdfC42FkOrdS8eA0n/QCpQkC5ze0eO7dDG\n2CLiTuCVwNtIfdMvJ40BuC33s9V7lNSstw9wTDtvxEaMDcqapHGkftxZpH7Wo4AZpM9SrV+z8XP+\nQm59aubFz2hEXEuqSI8i9cW+jtQsfUMbrVCdlPc1DS1QjVqVqyG/D+p+n0M6Ns1+3t+wbbNj1Mn7\nGm7c9d8TW5My7+mkPu0jWff//TXrf09ERBxN6ur6Z1Jz+MnA4tz/3ejC/PtzLVpbBsoDx1pbAPwN\n6QN6Sott3kMa6NQ4AGU4ameTzc7qWp3pdWMf4NXAFyPic/UrJL2/+VMG6lhSn9nfxrqBOkjaq9nG\nEbGalCH/PG83k9SXdBJp4E7NGqB2AvAdSZtGxLf68g6sBNOAvYHPRMSX61dI+kjzp7Qv0kDHi/MP\nkk4iDdI6jg27e+rVMuK/arLulfl3s8y4X+7Mv8dHxJVDbHs/qTl57ybrmi3rpxmkgX3/IyIuqF8h\nqWnXQET8F2limdNy0/jvSQN1GwcHn0MaD3QO6RLbI5q0Dg6MM+nWvke6N+nHJR3auFLSfqQ+pJV0\n1h8DQKTrqxcBh0t6sZkrN52d0Ol+N6J2lrrema+kV9G8L2zQniedqb/42czZ/z82bpj7zRrdmH9P\nalyRs5GjSJnUmZL6cXytDK0+5/uRWl46NtzPXb2IWJq3PTKPlK7tU6xLBn7cTXzDERHLSS0OR+dj\nsx6lSyK3zds+RxopfrCkA+u3oe4y1AFp9f99BykJqV82qXHMSu7uuo/UWjqucecRMY+UMLwZuCy3\nmlbCmXQLEfG0pMOAy0mXYPyINEp4LWno/rGkSxmOiIgHuny5TwK/AH6rNEnK46TKZLNaOF3uv94S\nUn/Yp/MH73bS5RYfJDXxb1BQB2w+qenqaknnkUa5H0EaINboCkmPkwaDLSX1pb+XdLy+32znEbFW\n0ixSZv11SeMj4l96/i6sajeT+qr/MTeN3knK9j6Q13XzOb9b0tWkTGwFaUTxB0ktQBe38fyPkirG\nWnlfSbp8azppENxvuoitEx8gNRH/TtI84CZS3bA7qex9m5RxQrqUazqwUNL/Zd0lWNs07rTPfknq\ng/5mPtlZTrrcbRbp+62+m3IOMEfSJaTE63ngTcAbSQN8mzavR8QPJK0hdQP+XNLbooJJclxJb0RE\nLJG0Dymj/QfSyMZxpMFK3wRO70EFTUT8e87Wv0S6/vJxUr/ID0iXKTzb7WvUvdbzkt5GGi16HOlS\ng8X571dTcSUdERfmgV8fJ8W4itTvdwrrBvHUnEU6mfkgKYN5BPhP4KMbG/CRj8GxpIr6dEmbNTaJ\n2sgWEc/lro+vkq5TfgnpcslZpFG73XzOv0pqbj2RNHD0IVIl9+WIGHIAVUT8VmkSny8AH8ux3QV8\ngjTvwkBFxD2SXkMqY+8gfRc8Q8o0F1DXnRcRt0l6I6lsnkj6brqM1PXXOOiunzE/LGkGcFqOYxzp\npGkG6fu6vpK+ktS9cBhpFri1pC6Fj5OuU9/Y61ycrze/CLhc0sxYN6fDQKj1OAmrmqQjSZnlrIi4\ncKjtzcxsdHGfdAGUbN6wbFPS4Ke1pKYdMzMbY9zcXYYJwJ8knU/qI55MujRqH+C0XjSpm5nZyNOX\nTFpp4vvbJd0lqdXlS7bOGtJlQ4eTZjz6J9Lgp+MjwsfPKuXybFadnvdJ5+Hsd5AuKl9G6syf1c6A\nCjMri8uzWbX6kUnvD9wVEXfn6+ouJGWIZjbyuDybVagffdJTWP+2jMtYf7LzDWymCbE5G9zi1GxM\ne5JVD0fERu+LPQDDLs/bThoXU3dtZxprs7Hh3qVrePjR5zuaAroflXSzQDZoU5c0h3SROZszkddr\neh9CMRu5roz5f6o6Bjoozy+bMp7rF+7a77jMRoz9ZywdeqMW+tHcvYx8G7RsF/LNzutFxNyImBYR\n0zal8jnMzay5YZfn7SZvMMuimXWoH5X074E9JO2W7z96NHBpH17HzPrP5dmsQj1v7s5zI3+EdFvA\ncaS5aJvdO9XMCufybFatvkxmEhEv3jrQzEY2l2ez6nhaUDMzs0K5kjYzMyuUK2kzM7NCuZI2MzMr\nlCtpMzOzQrmSNjMzK5QraTMzs0K5kjYzMyuUK2kzM7NCuZI2MzMrlCtpMzOzQrmSNjMzK5QraTMz\ns0K5kjYzMyuUK2kzM7NCuZI2MzMr1PiqAzAzMxutZuy8L3fEIx0/35m0mZlZoZxJm5mZ9ciMnfft\n6f5cSZuZmXWp15VzjZu7zczMCuVM2szMrEP9yqBrnEmbmZkVypW0mZlZoVxJm5mZFcp90mZmZsPU\n777oGmfSZmZmhXIlbWZmVihX0mZmZoVyn7SZmVmbBtUXXeNM2szMrFAdZ9KSdgXOA3YEXgDmRsQ3\nJE0CLgKmAvcCR0XEqu5DNbN+cXk2a27QmXOjbjLptcAnImJv4ADgeEmvBE4BroqIPYCr8mMzK5vL\ns1mBOq6kI2JFRNyY/34SWAJMAQ4H5uXN5gFHdBukmfWXy7NZmXrSJy1pKvAa4Dpgh4hYAangA9u3\neM4cSYskLVrD6l6EYWY90G15XvnI84MK1WzU67qSlrQl8CPgxIh4ot3nRcTciJgWEdM2ZUK3YZhZ\nD/SiPG83eVz/AjQbY7qqpCVtSirQ50fEgrz4QUk75fU7AQ91F6KZDYLLs1l5Oq6kJQk4G1gSEWfU\nrboUOC7/fRxwSefhmdkguDybrW/GzvtWPrIbupvM5CDgWOAWSTflZZ8BvgL8UNJs4D7gXd2FaGYD\n4PJsVqCOK+mI+DWgFqund7pfMxs8l2ezpITsuZ5nHDMzMyuU5+42M7Mxr7QMusaZtJmZWaFcSZuZ\nmRXKlbSZmVmhXEmbmZkVypW0mZlZoTy628zMxqRSR3TXcyZtZmZWKFfSZmZmhXIlbWY0UhOsAAAN\nV0lEQVRmVihX0mZmZoVyJW1mZlYoj+42s5664+aJGx01u3D5TS3Xmdn6nEmbmZkVypm0mQ1Up9em\nOgO3XhkJ10fXOJM2MzMrlDNpMxsRhpP9OOu2ZkZSBl3jTNrMzKxQzqTNbNRpN2Nyxm2lcyZtZmZW\nKGfSZmY2qo3EvugaZ9JmZmaFciZtZmNWqwzLfdVWCmfSZmZmhXImbWbWwBm2lcKZtJmZWaGcSZuZ\ntckZtg2aK2kzsy41Vt6utKs1ki+5auTmbjMzs0J1nUlLGgcsAu6PiLdL2g24EJgE3AgcGxHPdfs6\nZtZ/Ls+94czaeqUXmfQJwJK6x6cBX4uIPYBVwOwevIaZDYbLs1lBuqqkJe0CvA34Xn4s4E3A/LzJ\nPOCIbl7DzAbD5bl/Zuy873o/1h+j8fh2m0l/Hfg08EJ+PBl4LCLW5sfLgCnNnihpjqRFkhatYXWX\nYZhZD7g8mxWm4z5pSW8HHoqIGyQdUlvcZNNo9vyImAvMBdhKk5puY6NXu310o+2suFQuz4M1Y+d9\n3U9tbelm4NhBwGGSZgKbA1uRzsS3ljQ+n33vAizvPkwz6zOXZ7MCdVxJR8SpwKkA+cz7kxFxjKSL\ngXeSRoQeB1zSgzhtFOgkc2h8jjPr/nB5HjyPALd29OM66ZOBkyTdRerTOrsPr2Fmg+HybFYhRVTf\nfbSVJsXrNb3qMKzH+pkZjIWM+sqYf0NETKs6juFyee4NZ9btK/374Lq4iifi0WZjPIbkGcfMzMwK\n5bm7recGkQHUXqP0M2izTtU+286oxzZn0mZmZoVyJm094zN+s97zKPDWxkJLmjNpMzOzQjmTto6V\ncEbvvmkba9xXPbY4kzYzMyuUM2kbthLP4J1R21gzlvuqx1I5dyZtZmZWKGfS1raxdKZuNtK4r3p0\nciZtZmZWKGfSNqSRdGbuvmkb60ZjX/VYLs/OpM3MzArlTNo2MBrOvM3MRgNn0mZmZoVyJm0vGk0Z\ntPumzZLR2Ec9ljiTNjMzK5QzafOZtdkYMpKup3ZLmDNpMzOzYjmTHoNGwhl0r7hv2qy5kZRRj2XO\npM3MzArlTHoM8RmzmTUqMaN2y9c6zqTNzMwK5Ux6FCvpzLhq7ps227gSrqd2+dyQM2kzM7NCOZMe\nhZxBm1m3SuyrHoucSZuZmRXKmfQo4DPd9rlv2mx4BpFRuzy25kzazMysUM6kRyBnzmY2aP0Y/e0M\nemhdZdKStpY0X9JtkpZIOlDSJEm/kHRn/r1Nr4I1s/5xeTYrT7eZ9DeAyyPinZI2AyYCnwGuioiv\nSDoFOAU4ucvXMZxBW9+5PFvb6rPgdr+bnDkPX8eZtKStgL8BzgaIiOci4jHgcGBe3mwecES3QZpZ\nf7k8m5Wpm0x6d2Al8K+SXg3cAJwA7BARKwAiYoWk7bsPc+xy9twfHuW9AZdn65jLUf900yc9HtgP\nOCsiXgM8TWoKa4ukOZIWSVq0htVdhGFmPeDybFagbjLpZcCyiLguP55PKtQPStopn3XvBDzU7MkR\nMReYC7CVJkUXcYwqzpytIi7PZgXqOJOOiAeApZJekRdNB24FLgWOy8uOAy7pKkIz6zuXZ7MydTu6\n+6PA+Xkk6N3A+0gV/w8lzQbuA97V5WuMas6cq+W+6fW4PJsVpqtKOiJuAqY1WTW9m/2a2eC5PJuV\nxzOODYgzZjMzGy5X0n3iStnMzLrlG2yYmZkVypl0l5wxjw4eQGZmJXImbWZmVihn0kNwpmxmZlVx\nJm1mZlaoEZFJO5s1M7OxyJm0mZlZoYrIpPfc5xkWLnS2bNXzKG8zK4kzaTMzs0K5kjYzMyuUK2kz\nM7NCuZI2MzMrlCtpMzOzQrmSNmti4fKbfH2+mVXOlbSZmVmhXEmbmZkVypW0mZlZoVxJm5mZFcqV\ntJmZWaFcSZtthEd5m1mVXEmbmZkVypW0mZlZoVxJm5mZFcqVtFkb3DdtZlVwJW1mZlYoV9JmZmaF\nciVtZmZWKFfSZmZmheqqkpb0cUl/kLRY0gWSNpe0m6TrJN0p6SJJm/UqWDPrH5dns/J0XElLmgJ8\nDJgWEa8CxgFHA6cBX4uIPYBVwOxeBGpWgtE6ytvl2axM3TZ3jwdeImk8MBFYAbwJmJ/XzwOO6PI1\nzGwwXJ7NCtNxJR0R9wOnA/eRCvPjwA3AYxGxNm+2DJjSbZBm1l8uz2Zl6qa5exvgcGA3YGdgC+Ct\nTTaNFs+fI2mRpEUrH3m+0zDMrAd6WZ7XsLp/gZqNMd00d78ZuCciVkbEGmAB8AZg69xcBrALsLzZ\nkyNibkRMi4hp200e10UYZoM3Cvule1aeN2XCYCI2GwO6qaTvAw6QNFGSgOnArcA1wDvzNscBl3QX\nopkNgMuzWYG66ZO+jjSg5EbglryvucDJwEmS7gImA2f3IE4z6yOXZ7MyjR96k9Yi4nPA5xoW3w3s\n381+zWzwXJ7NyuMZx8zMzArlStrMzKxQXTV3m401M3bet+oQzGwMcSZtZmZWKFfSZmZmhXIlbWZm\nVij3SZs14b5nMyuBM2kzM7NCOZM2w5mzmZXJmbSZmVmhnEnbmOYM2sxK5kraxhRXymY2kri528zM\nrFDOpG1McAZtZiORM2kzM7NCOZO2Uc0ZtJmNZM6kzczMCuVM2kYlZ9BmNho4kzYzMyuUK2kzM7NC\nuZI2MzMrlCtpG5UWLr+JhctvqjoMM7OuuJI2MzMrlCtpG9WcUZvZSOZK2szMrFCupM3MzArlStrM\nzKxQrqRtTHDftJmNRK6kzczMCuVK2szMrFBDVtKSzpH0kKTFdcsmSfqFpDvz723yckn6P5LuknSz\npP36GbyZDY/Ls9nI0k4mfS5waMOyU4CrImIP4Kr8GOCtwB75Zw5wVm/CNOsN9027PJuNJENW0hFx\nLfBow+LDgXn573nAEXXLz4vkP4CtJe3Uq2DNrDsuz2YjS6d90jtExAqA/Hv7vHwKsLRuu2V5mVlR\nnFGvx+XZrFC9HjimJsui6YbSHEmLJC1a+cjzPQ7DzHqgo/K8htV9Dsts7Bjf4fMelLRTRKzIzV8P\n5eXLgF3rttsFWN5sBxExF5gLIGnluJ3uehp4uMN4+m1bHFsnSo4NYFu4q9T4tgVePqDX6nl5vjLm\nuzx3xrF1pvTYtuj0yZ1W0pcCxwFfyb8vqVv+EUkXAq8HHq81o21MRGwnaVFETOswnr5ybJ0pOTYo\nO74c29QBvZzLcyEcW2dGQGxTO33+kJW0pAuAQ4BtJS0DPkcqzD+UNBu4D3hX3vznwEzgLuAZ4H2d\nBmZmvefybDayDFlJR8SsFqumN9k2gOO7DcrM+sPl2WxkKWnGsblVB7ARjq0zJccGZcdXcmztKDl+\nx9YZx9aZrmJTOlk2MzOz0pSUSZuZmVmdIippSYdKuj3PEXzK0M/oayy7SrpG0hJJf5B0Ql7edH7j\nimIcJ+k/JV2WH+8m6boc20WSNqsorq0lzZd0Wz5+B5Zy3CR9PP8/F0u6QNLmVR230Tx/tsvysGN0\nWR5+bMWU5RxPX8tz5ZW0pHHAmaR5gl8JzJL0ygpDWgt8IiL2Bg4Ajs/xtJrfuAonAEvqHp8GfC3H\ntgqYXUlU8A3g8ojYC3g1KcbKj5ukKcDHgGkR8SpgHHA01R23cxmF82e7LHfEZXkYCizL0O/yHBGV\n/gAHAgvrHp8KnFp1XHXxXAK8Bbgd2Ckv2wm4vaJ4dsn/9DcBl5FmhXoYGN/seA4wrq2Ae8jjHOqW\nV37cWDe95STSFQ2XATOqPG7AVGDxUMcJ+A4wq9l2pf24LA87Hpfl4cdWXFnOr9m38lx5Jk3B8wNL\nmgq8BriO1vMbD9rXgU8DL+THk4HHImJtflzV8dsdWAn8a26++56kLSjguEXE/cDppGuAVwCPAzdQ\nxnGrGQ3zZxcbq8vysLgsd69n5bmESrrt+YEHSdKWwI+AEyPiiarjAZD0duChiLihfnGTTas4fuOB\n/YCzIuI1wNNU24z4otwfdDiwG7AzaYq+tzbZtPLPXROl/H/bUWSsLsvD5rLcP8P+H5dQSbc9P/Cg\nSNqUVKjPj4gFefGDyrfp0/rzGw/SQcBhku4FLiQ1k32ddAvB2sQ0VR2/ZcCyiLguP55PKuglHLc3\nA/dExMqIWAMsAN5AGcetptVxKq58bERxsbosd8RluXs9K88lVNK/B/bIo/M2Iw0CuLSqYCQJOBtY\nEhFn1K2qzW8M689vPDARcWpE7BJpHtijgasj4hjgGuCdFcf2ALBU0ivyounArRRw3EhNYwdImpj/\nv7XYKj9udVodp0uB9+RRoQfQ5vzZFXFZbpPLcsdGQlmGXpbnQXf8t+h0nwncAfwR+GzFsRxMan64\nGbgp/8wk9RddBdyZf0+qOM5DgMvy37sD15PmWL4YmFBRTPsCi/Kx+wmwTSnHDfgCcBuwGPg+MKGq\n4wZcQOpPW0M6s57d6jiRmsfOzGXjFtKo1so+d228N5fl4cfpsjy82IopyzmevpZnzzhmZmZWqBKa\nu83MzKwJV9JmZmaFciVtZmZWKFfSZmZmhXIlbWZmVihX0mZmZoVyJW1mZlYoV9JmZmaF+v+7Dh9L\nNV7E2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3d06bafd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = Compose([\n",
    "    OneOf([RandomSizedCrop(min_max_height=(50, 101), height=original_height, width=original_width, p=0.5),\n",
    "          PadIfNeeded(min_height=original_height, min_width=original_width, p=0.5)], p=1),    \n",
    "    VerticalFlip(p=0.5),              \n",
    "    RandomRotate90(p=0.5),\n",
    "    OneOf([\n",
    "        ElasticTransform(p=0.5, alpha=120, sigma=120 * 0.05, alpha_affine=120 * 0.03),\n",
    "        GridDistortion(p=0.5),\n",
    "        OpticalDistortion(p=1, distort_limit=1, shift_limit=0.5)                  \n",
    "        ], p=0.8)])\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_medium = augmented['image']\n",
    "mask_medium = augmented['mask']\n",
    "\n",
    "visualize(image_medium, mask_medium, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's add non-spatial stransformations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Many non spatial transformations like [CLAHE](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.CLAHE), [RandomBrightness](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.RandomBrightness), [RandomContrast](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.RandomContrast), [RandomGamma](https://albumentations.readthedocs.io/en/latest/api/augmentations.html#albumentations.augmentations.transforms.RandomGamma) can be also added. They will be applied only to the image and not the mask."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Hl5tzqoVSBq3vui/vgcu94HJrtzKCOS9u5zej5xOzsGN9Fl2rnN+Q8xVwsdyE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3d829aba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = Compose([\n",
    "    OneOf([RandomSizedCrop(min_max_height=(50, 101), height=original_height, width=original_width, p=0.5),\n",
    "          PadIfNeeded(min_height=original_height, min_width=original_width, p=0.5)], p=1),    \n",
    "    VerticalFlip(p=0.5),              \n",
    "    RandomRotate90(p=0.5),\n",
    "    OneOf([\n",
    "        ElasticTransform(p=0.5, alpha=120, sigma=120 * 0.05, alpha_affine=120 * 0.03),\n",
    "        GridDistortion(p=0.5),\n",
    "        OpticalDistortion(p=1, distort_limit=2, shift_limit=0.5)                  \n",
    "        ], p=0.8),\n",
    "    CLAHE(p=0.8),\n",
    "    RandomBrightnessContrast(p=0.8),    \n",
    "    RandomGamma(p=0.8)])\n",
    "\n",
    "augmented = aug(image=image, mask=mask)\n",
    "\n",
    "image_heavy = augmented['image']\n",
    "mask_heavy = augmented['mask']\n",
    "\n",
    "visualize(image_heavy, mask_heavy, original_image=image, original_mask=mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
